Biostat 203B Homework 4

Due Mar 8 @ 11:59PM

Author

Lingyi Zhang and 606332255

Display machine information:

sessionInfo()
R version 4.3.1 (2023-06-16)
    Platform: aarch64-apple-darwin20 (64-bit)
    Running under: macOS Big Sur 11.7.6
    
    Matrix products: default
    BLAS:   /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/lib/libRblas.0.dylib 
    LAPACK: /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/lib/libRlapack.dylib;  LAPACK version 3.11.0
    
    locale:
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    time zone: America/Los_Angeles
    tzcode source: internal
    
    attached base packages:
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     [9] knitr_1.45        jsonlite_1.8.7    xfun_0.41         digest_0.6.34    
    [13] rlang_1.1.1       evaluate_0.23    

Display my machine memory.

memuse::Sys.meminfo()
Totalram:    8.000 GiB 
Freeram:   801.703 MiB 

Load database libraries and the tidyverse frontend:

library(bigrquery)
library(dbplyr)
library(DBI)
library(gt)
library(gtsummary)
library(tidyverse)
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library(lubridate)

Q1. Compile the ICU cohort in HW3 from the Google BigQuery database

Below is an outline of steps. In this homework, we exclusively work with the BigQuery database and should not use any MIMIC data files stored on our local computer. Transform data as much as possible in BigQuery database and collect() the tibble only at the end of Q1.7.

Q1.1 Connect to BigQuery

Authenticate with BigQuery using the service account token. Please place the service account token (shared via BruinLearn) in the working directory (same folder as your qmd file). Do not add this token to your git repository.

# path to the service account token 
satoken <- "biostat-203b-2024-winter-313290ce47a6.json"
# BigQuery authentication using service account
bq_auth(path = satoken)

Connect to BigQuery database mimic4_v2_2 in GCP (Google Cloud Platform), using the project billing account biostat-203b-2024-winter.

# connect to the BigQuery database `biostat-203b-2024-winter.mimic4_v2_2`
con_bq <- dbConnect(
    bigrquery::bigquery(),
    project = "biostat-203b-2024-winter",
    dataset = "mimic4_v2_2",
    billing = "biostat-203b-2024-winter"
)
con_bq
<BigQueryConnection>
  Dataset: biostat-203b-2024-winter.mimic4_v2_2
  Billing: biostat-203b-2024-winter

List all tables in the mimic4_v2_2 database.

dbListTables(con_bq)
 [1] "admissions"         "caregiver"          "chartevents"       
 [4] "d_hcpcs"            "d_icd_diagnoses"    "d_icd_procedures"  
 [7] "d_items"            "d_labitems"         "datetimeevents"    
[10] "diagnoses_icd"      "drgcodes"           "emar"              
[13] "emar_detail"        "hcpcsevents"        "icustays"          
[16] "ingredientevents"   "inputevents"        "labevents"         
[19] "microbiologyevents" "omr"                "outputevents"      
[22] "patients"           "pharmacy"           "poe"               
[25] "poe_detail"         "prescriptions"      "procedureevents"   
[28] "procedures_icd"     "provider"           "services"          
[31] "transfers"         

Q1.2 icustays data

Connect to the icustays table.

# full ICU stays table
icustays_tble <- tbl(con_bq, "icustays") |>
  # show_query() |>
  print(width = Inf)
# Source:   table<icustays> [?? x 8]
# Database: BigQueryConnection
   subject_id  hadm_id  stay_id first_careunit last_careunit 
        <int>    <int>    <int> <chr>          <chr>         
 1   10004113 29879900 35200789 Neuro Stepdown Neuro Stepdown
 2   10018328 23786647 31269608 Neuro Stepdown Neuro Stepdown
 3   10019607 24546857 34178938 Neuro Stepdown Neuro Stepdown
 4   10023994 21824032 30439823 Neuro Stepdown Neuro Stepdown
 5   10028930 26238833 33941522 Neuro Stepdown Neuro Stepdown
 6   10067921 27475639 31097260 Neuro Stepdown Neuro Stepdown
 7   10088776 26138210 39177309 Neuro Stepdown Neuro Stepdown
 8   10088776 27242516 35695123 Neuro Stepdown Neuro Stepdown
 9   10103795 20269407 30619907 Neuro Stepdown Neuro Stepdown
10   10103795 22741814 31411464 Neuro Stepdown Neuro Stepdown
   intime              outtime                los
   <dttm>              <dttm>               <dbl>
 1 2173-03-20 20:16:36 2173-03-21 21:43:59  1.06 
 2 2154-04-24 23:03:44 2154-05-02 15:55:21  7.70 
 3 2167-03-19 17:37:39 2167-03-21 13:12:28  1.82 
 4 2146-07-19 15:32:22 2146-07-20 14:05:53  0.940
 5 2172-08-28 13:11:37 2172-08-29 14:19:35  1.05 
 6 2128-07-15 00:55:00 2128-07-16 11:41:23  1.45 
 7 2156-01-01 17:29:32 2156-01-02 13:35:41  0.838
 8 2155-05-01 15:30:41 2155-05-02 14:59:41  0.978
 9 2176-09-12 00:26:56 2176-09-17 14:52:28  5.60 
10 2176-07-01 19:45:36 2176-07-11 22:07:48 10.1  
# ℹ more rows

Q1.3 admissions data

Connect to the admissions table.

admissions_tble <- tbl(con_bq, "admissions") |>
  print(width = Inf)
# Source:   table<admissions> [?? x 16]
# Database: BigQueryConnection
   subject_id  hadm_id admittime           dischtime           deathtime
        <int>    <int> <dttm>              <dttm>              <dttm>   
 1   10106244 26713233 2147-05-09 10:34:00 2147-05-12 13:43:00 NA       
 2   13700703 20448599 2172-09-25 01:01:00 2172-10-03 13:25:00 NA       
 3   15443666 27961368 2168-12-30 23:30:00 2169-01-05 16:02:00 NA       
 4   16299919 26977065 2193-05-15 08:37:00 2193-05-17 16:03:00 NA       
 5   19596808 26675460 2128-06-04 16:13:00 2128-06-05 11:36:00 NA       
 6   15868868 27142491 2191-08-07 13:06:00 2191-08-11 19:55:00 NA       
 7   11532813 24829571 2160-12-18 06:59:00 2160-12-25 14:40:00 NA       
 8   14527596 28165014 2165-11-28 19:02:00 2165-12-07 17:23:00 NA       
 9   15902500 27166666 2124-10-26 19:37:00 2124-10-28 16:30:00 NA       
10   16625434 25780525 2135-09-05 17:38:00 2135-10-14 15:08:00 NA       
   admission_type    admit_provider_id admission_location    
   <chr>             <chr>             <chr>                 
 1 DIRECT EMER.      <NA>              PHYSICIAN REFERRAL    
 2 OBSERVATION ADMIT <NA>              EMERGENCY ROOM        
 3 OBSERVATION ADMIT <NA>              EMERGENCY ROOM        
 4 OBSERVATION ADMIT <NA>              EMERGENCY ROOM        
 5 EW EMER.          P0038O            EMERGENCY ROOM        
 6 URGENT            P004U7            WALK-IN/SELF REFERRAL 
 7 OBSERVATION ADMIT P004U7            EMERGENCY ROOM        
 8 URGENT            P005HP            TRANSFER FROM HOSPITAL
 9 URGENT            P005HP            TRANSFER FROM HOSPITAL
10 URGENT            P005HP            TRANSFER FROM HOSPITAL
   discharge_location       insurance language marital_status
   <chr>                    <chr>     <chr>    <chr>         
 1 HOME                     Other     ENGLISH  SINGLE        
 2 HOME                     Other     ENGLISH  MARRIED       
 3 HOME HEALTH CARE         Other     ENGLISH  SINGLE        
 4 HOSPICE                  Medicare  ENGLISH  WIDOWED       
 5 HOME                     Medicare  ENGLISH  MARRIED       
 6 HOME HEALTH CARE         Medicare  ENGLISH  SINGLE        
 7 ACUTE HOSPITAL           Medicare  ENGLISH  SINGLE        
 8 HOME                     Medicaid  ?        MARRIED       
 9 HOME                     Medicare  ENGLISH  MARRIED       
10 SKILLED NURSING FACILITY Medicare  ?        SINGLE        
   race                   edregtime           edouttime          
   <chr>                  <dttm>              <dttm>             
 1 WHITE                  NA                  NA                 
 2 WHITE                  2172-09-24 17:38:00 2172-09-25 03:07:00
 3 BLACK/AFRICAN AMERICAN 2168-12-30 11:19:00 2168-12-31 01:22:00
 4 BLACK/AFRICAN AMERICAN 2193-05-15 04:36:00 2193-05-15 14:27:00
 5 WHITE                  2128-06-04 13:25:00 2128-06-04 16:59:00
 6 WHITE                  2191-08-06 18:50:00 2191-08-07 16:30:00
 7 WHITE                  2160-12-17 16:20:00 2160-12-18 08:43:00
 8 BLACK/CARIBBEAN ISLAND NA                  NA                 
 9 BLACK/CAPE VERDEAN     NA                  NA                 
10 WHITE                  NA                  NA                 
   hospital_expire_flag
                  <int>
 1                    0
 2                    0
 3                    0
 4                    0
 5                    0
 6                    0
 7                    0
 8                    0
 9                    0
10                    0
# ℹ more rows

Q1.4 patients data

Connect to the patients table.

patients_tble <- tbl(con_bq, "patients") |>
  print(width = Inf)
# Source:   table<patients> [?? x 6]
# Database: BigQueryConnection
   subject_id gender anchor_age anchor_year anchor_year_group dod   
        <int> <chr>       <int>       <int> <chr>             <date>
 1   10078138 F              18        2110 2017 - 2019       NA    
 2   10180372 M              18        2110 2008 - 2010       NA    
 3   10686175 M              18        2110 2011 - 2013       NA    
 4   10851602 F              18        2110 2014 - 2016       NA    
 5   10902424 F              18        2110 2017 - 2019       NA    
 6   11092326 M              18        2110 2008 - 2010       NA    
 7   11289691 F              18        2110 2017 - 2019       NA    
 8   11595073 M              18        2110 2011 - 2013       NA    
 9   11739764 F              18        2110 2017 - 2019       NA    
10   11776346 F              18        2110 2008 - 2010       NA    
# ℹ more rows

Q1.5 labevents data

Connect to the labevents table and retrieve a subset that only contain subjects who appear in icustays_tble and the lab items listed in HW3. Only keep the last lab measurements before the ICU stay and pivot lab items to become variables/columns. Write all steps in one chain of pipes.

labevents_tble <- tbl(con_bq, "labevents")
icustays_tble <- tbl(con_bq,"icustays")
specific_items <- c(50912, 50971, 50983, 50902, 50882, 51221, 51301, 50931)
final_labevents <- labevents_tble |>
  inner_join(icustays_tble, by = c("subject_id", "hadm_id")) |>
  filter(itemid %in% specific_items) |>
  group_by(subject_id, itemid) |>
  slice_max(order_by = storetime,n = 1) |>
  ungroup() |>
  pivot_wider(names_from = itemid, values_from = value) |>
  select(subject_id, stay_id, '50912', '50971', '50983', '50902', '50882', '51221', '51301', '50931') |>
  rename(
    creatinine = '50912',
    potassium = '50971',
    sodium = '50983',
    chloride = '50902',
    bicarbonate = '50882',
    hematocrit = '51221',
    white_blood_cell_count = '51301',
    glucose = '50931'
  ) |>
  group_by(subject_id, stay_id) |>
  summarise(
    creatinine = max(creatinine, na.rm = TRUE),
    potassium = max(potassium, na.rm = TRUE),
    sodium = max(sodium, na.rm = TRUE),
    chloride = max(chloride, na.rm = TRUE),
    bicarbonate = max(bicarbonate, na.rm = TRUE),
    hematocrit = max(hematocrit, na.rm = TRUE),
    white_blood_cell_count = max(white_blood_cell_count, na.rm = TRUE),
    glucose = max(glucose, na.rm = TRUE),
    .groups = 'drop'
  )

print(width = Inf,final_labevents)
# Source:   SQL [?? x 10]
# Database: BigQueryConnection
   subject_id  stay_id creatinine potassium sodium chloride bicarbonate
        <int>    <int> <chr>      <chr>     <chr>  <chr>    <chr>      
 1   10035631 30932571 2.1        4.9       135    98       20         
 2   10062522 32368118 1.1        3.8       140    105      24         
 3   10078933 38636933 0.6        3.6       137    100      30         
 4   10131771 32851340 0.7        3.7       136    103      26         
 5   10160477 36822883 1.3        3.9       140    103      27         
 6   10254249 30912037 0.9        4.6       ___    95       28         
 7   10281759 31840907 0.8        ___       ___    98       36         
 8   10311956 36577532 0.6        4.7       136    103      24         
 9   10318188 39267332 1.0        3.7       140    98       39         
10   10370642 38975964 0.4        4.0       138    100      24         
   hematocrit white_blood_cell_count glucose
   <chr>      <chr>                  <chr>  
 1 27.8       0.1                    ___    
 2 47.6       12.1                   ___    
 3 30.4       11.6                   ___    
 4 28.0       10.9                   121    
 5 45.4       11.8                   ___    
 6 25.4       10.4                   ___    
 7 29.6       4.1                    ___    
 8 32.0       11.8                   ___    
 9 31.9       8.6                    ___    
10 36.8       7.4                    ___    
# ℹ more rows

Q1.6 chartevents data

Connect to chartevents table and retrieve a subset that only contain subjects who appear in icustays_tble and the chart events listed in HW3. Only keep the first chart events during ICU stay and pivot chart events to become variables/columns. Write all steps in one chain of pipes.

chartevents_tble <- tbl(con_bq, "chartevents")
final_chartevents <- chartevents_tble |>
  filter(itemid %in% c(220045, 220179, 220180, 223761, 220210)) |>
  inner_join(icustays_tble, by = c("subject_id", "hadm_id","stay_id")) |>
  group_by(subject_id,hadm_id,stay_id) |>
  slice_max(order_by = storetime, n = 1) |>
  ungroup() |>
  pivot_wider(names_from = itemid, values_from = value) |>
  select(subject_id, stay_id,'220045','220179', '220180', '223761', '220210') |>
  rename(
    heartrate = '220045',
    systolic_non_invasive_blood_pressure = '220179',
    diastolic_non_invasive_blood_pressure = '220180',
    temperature_Fahrenheit = '223761',
    respiratory_rate = '220210'
  ) |>
  group_by(subject_id, stay_id)  |>
  summarise(
    heartrate = max(heartrate, na.rm = TRUE),
    systolic_non_invasive_blood_pressure = max(systolic_non_invasive_blood_pressure, na.rm = TRUE),
    diastolic_non_invasive_blood_pressure = max(diastolic_non_invasive_blood_pressure, na.rm = TRUE),
    temperature_Fahrenheit = max(temperature_Fahrenheit, na.rm = TRUE),
    respiratory_rate = max(respiratory_rate, na.rm = TRUE),
    .groups = 'drop'
  )
print(width = Inf,final_chartevents)
# Source:   SQL [?? x 7]
# Database: BigQueryConnection
   subject_id  stay_id heartrate systolic_non_invasive_blood_pressure
        <int>    <int> <chr>     <chr>                               
 1   10017492 36871784 78        70                                  
 2   10618469 36933984 66        119                                 
 3   10666715 32430020 100       92                                  
 4   11179809 39794132 62        144                                 
 5   11242716 39036829 78        <NA>                                
 6   12035353 31524439 <NA>      130                                 
 7   12299830 37176455 64        125                                 
 8   12589504 38293459 59        138                                 
 9   13261557 32070723 80        111                                 
10   13261557 36402023 <NA>      <NA>                                
   diastolic_non_invasive_blood_pressure temperature_Fahrenheit respiratory_rate
   <chr>                                 <chr>                  <chr>           
 1 34                                    <NA>                   35              
 2 62                                    <NA>                   20              
 3 69                                    <NA>                   20              
 4 65                                    <NA>                   15              
 5 <NA>                                  <NA>                   19              
 6 63                                    <NA>                   <NA>            
 7 65                                    <NA>                   11              
 8 59                                    <NA>                   14              
 9 59                                    <NA>                   21              
10 <NA>                                  <NA>                   21              
# ℹ more rows

Q1.7 Put things together

This step is similar to Q7 of HW3. Using one chain of pipes |> to perform following data wrangling steps: (i) start with the icustays_tble, (ii) merge in admissions and patients tables, (iii) keep adults only (age at ICU intime >= 18), (iv) merge in the labevents and chartevents tables, (v) collect the tibble.

mimic_icu_cohort <- icustays_tble |>
  inner_join(admissions_tble, by = c("subject_id", "hadm_id")) |>
  inner_join(patients_tble, by = "subject_id") |>
  filter(anchor_age >= 18) |>
  left_join(final_labevents, by = c("subject_id", "stay_id")) |>
  left_join(final_chartevents, by = c("subject_id", "stay_id")) |>
  collect()
print(width=Inf, mimic_icu_cohort)
# A tibble: 73,181 × 40
   subject_id  hadm_id  stay_id first_careunit                                  
        <int>    <int>    <int> <chr>                                           
 1   10106244 26713233 34344296 Coronary Care Unit (CCU)                        
 2   15443666 27961368 39190279 Cardiac Vascular Intensive Care Unit (CVICU)    
 3   15868868 27142491 30580878 Medical Intensive Care Unit (MICU)              
 4   10433099 28593361 31272962 Surgical Intensive Care Unit (SICU)             
 5   12862321 27343985 32737479 Medical Intensive Care Unit (MICU)              
 6   13730554 28211964 35400714 Medical/Surgical Intensive Care Unit (MICU/SICU)
 7   15937283 27744628 30169468 Coronary Care Unit (CCU)                        
 8   15937283 27744628 39169749 Medical Intensive Care Unit (MICU)              
 9   19643038 29928288 32947476 Medical Intensive Care Unit (MICU)              
10   10122346 23337243 30908451 Medical/Surgical Intensive Care Unit (MICU/SICU)
   last_careunit                                    intime             
   <chr>                                            <dttm>             
 1 Coronary Care Unit (CCU)                         2147-05-09 10:35:46
 2 Cardiac Vascular Intensive Care Unit (CVICU)     2168-12-31 00:19:16
 3 Medical Intensive Care Unit (MICU)               2191-08-07 15:29:06
 4 Surgical Intensive Care Unit (SICU)              2148-12-27 11:04:22
 5 Medical Intensive Care Unit (MICU)               2190-09-26 15:37:51
 6 Medical/Surgical Intensive Care Unit (MICU/SICU) 2157-11-24 22:10:57
 7 Coronary Care Unit (CCU)                         2188-01-10 20:28:19
 8 Medical Intensive Care Unit (MICU)               2188-01-06 22:14:52
 9 Medical Intensive Care Unit (MICU)               2160-09-22 02:56:29
10 Medical/Surgical Intensive Care Unit (MICU/SICU) 2136-06-29 01:35:13
   outtime                los admittime           dischtime           deathtime
   <dttm>               <dbl> <dttm>              <dttm>              <dttm>   
 1 2147-05-11 23:45:18  2.55  2147-05-09 10:34:00 2147-05-12 13:43:00 NA       
 2 2168-12-31 17:18:37  0.708 2168-12-30 23:30:00 2169-01-05 16:02:00 NA       
 3 2191-08-09 18:32:48  2.13  2191-08-07 13:06:00 2191-08-11 19:55:00 NA       
 4 2149-02-01 16:40:53 36.2   2148-12-24 20:41:00 2149-02-01 14:30:00 NA       
 5 2190-10-09 14:47:47 13.0   2190-09-25 13:53:00 2190-10-15 14:48:00 NA       
 6 2157-11-25 22:37:41  1.02  2157-11-23 16:22:00 2157-11-29 15:22:00 NA       
 7 2188-01-12 21:05:46  2.03  2188-01-05 14:22:00 2188-01-13 19:05:00 NA       
 8 2188-01-09 17:28:09  2.80  2188-01-05 14:22:00 2188-01-13 19:05:00 NA       
 9 2160-09-22 18:41:04  0.656 2160-09-21 22:32:00 2160-09-25 19:25:00 NA       
10 2136-07-02 16:21:05  3.62  2136-06-28 19:23:00 2136-07-07 15:30:00 NA       
   admission_type    admit_provider_id admission_location   
   <chr>             <chr>             <chr>                
 1 DIRECT EMER.      <NA>              PHYSICIAN REFERRAL   
 2 OBSERVATION ADMIT <NA>              EMERGENCY ROOM       
 3 URGENT            P004U7            WALK-IN/SELF REFERRAL
 4 EW EMER.          P005HP            EMERGENCY ROOM       
 5 EW EMER.          P005HP            EMERGENCY ROOM       
 6 EW EMER.          P005HP            EMERGENCY ROOM       
 7 EW EMER.          P005HP            EMERGENCY ROOM       
 8 EW EMER.          P005HP            EMERGENCY ROOM       
 9 DIRECT EMER.      P005HP            PHYSICIAN REFERRAL   
10 EW EMER.          P006BO            EMERGENCY ROOM       
   discharge_location           insurance language marital_status
   <chr>                        <chr>     <chr>    <chr>         
 1 HOME                         Other     ENGLISH  SINGLE        
 2 HOME HEALTH CARE             Other     ENGLISH  SINGLE        
 3 HOME HEALTH CARE             Medicare  ENGLISH  SINGLE        
 4 CHRONIC/LONG TERM ACUTE CARE Other     ENGLISH  MARRIED       
 5 REHAB                        Other     ?        MARRIED       
 6 HOME                         Medicaid  ENGLISH  WIDOWED       
 7 HOME HEALTH CARE             Medicare  ENGLISH  DIVORCED      
 8 HOME HEALTH CARE             Medicare  ENGLISH  DIVORCED      
 9 HOME HEALTH CARE             Medicare  ENGLISH  MARRIED       
10 AGAINST ADVICE               Other     ENGLISH  SINGLE        
   race                   edregtime           edouttime          
   <chr>                  <dttm>              <dttm>             
 1 WHITE                  NA                  NA                 
 2 BLACK/AFRICAN AMERICAN 2168-12-30 11:19:00 2168-12-31 01:22:00
 3 WHITE                  2191-08-06 18:50:00 2191-08-07 16:30:00
 4 BLACK/AFRICAN AMERICAN 2148-12-24 16:17:00 2148-12-24 22:51:00
 5 ASIAN                  2190-09-25 08:58:00 2190-09-25 16:15:00
 6 WHITE - RUSSIAN        2157-11-23 11:51:00 2157-11-23 19:36:00
 7 WHITE                  2188-01-05 11:56:00 2188-01-05 15:47:00
 8 WHITE                  2188-01-05 11:56:00 2188-01-05 15:47:00
 9 BLACK/AFRICAN AMERICAN NA                  NA                 
10 WHITE                  2136-06-28 15:38:00 2136-06-29 02:47:00
   hospital_expire_flag gender anchor_age anchor_year anchor_year_group
                  <int> <chr>       <int>       <int> <chr>            
 1                    0 F              60        2144 2011 - 2013      
 2                    0 F              75        2167 2014 - 2016      
 3                    0 M              80        2190 2014 - 2016      
 4                    0 M              62        2147 2008 - 2010      
 5                    0 F              55        2189 2008 - 2010      
 6                    0 F              61        2155 2008 - 2010      
 7                    0 F              50        2183 2008 - 2010      
 8                    0 F              50        2183 2008 - 2010      
 9                    0 M              49        2155 2008 - 2010      
10                    0 M              36        2136 2008 - 2010      
   dod        creatinine potassium sodium chloride bicarbonate hematocrit
   <date>     <chr>      <chr>     <chr>  <chr>    <chr>       <chr>     
 1 NA         0.8        4.2       139    101      28          37.2      
 2 NA         <NA>       <NA>      <NA>   <NA>     <NA>        <NA>      
 3 2191-10-20 <NA>       <NA>      <NA>   <NA>     <NA>        <NA>      
 4 NA         7.4        4.0       140    98       30          31.7      
 5 2198-07-28 <NA>       <NA>      <NA>   <NA>     <NA>        <NA>      
 6 NA         0.9        3.3       147    104      31          35.0      
 7 NA         <NA>       <NA>      <NA>   <NA>     <NA>        <NA>      
 8 NA         <NA>       <NA>      <NA>   <NA>     <NA>        <NA>      
 9 NA         2.2        5.0       138    104      23          30.9      
10 NA         <NA>       <NA>      <NA>   <NA>     <NA>        <NA>      
   white_blood_cell_count glucose heartrate systolic_non_invasive_blood_pressure
   <chr>                  <chr>   <chr>     <chr>                               
 1 9.4                    ___     76        126                                 
 2 <NA>                   <NA>    65        146                                 
 3 <NA>                   <NA>    64        114                                 
 4 11.0                   150     91        108                                 
 5 <NA>                   <NA>    <NA>      125                                 
 6 5.9                    ___     <NA>      <NA>                                
 7 <NA>                   <NA>    87        94                                  
 8 <NA>                   <NA>    80        115                                 
 9 5.4                    ___     96        131                                 
10 <NA>                   <NA>    74        <NA>                                
   diastolic_non_invasive_blood_pressure temperature_Fahrenheit respiratory_rate
   <chr>                                 <chr>                  <chr>           
 1 57                                    <NA>                   19              
 2 95                                    98                     28              
 3 48                                    <NA>                   19              
 4 54                                    98.1                   20              
 5 73                                    <NA>                   <NA>            
 6 <NA>                                  98.9                   <NA>            
 7 48                                    99.2                   19              
 8 50                                    <NA>                   17              
 9 86                                    <NA>                   27              
10 <NA>                                  <NA>                   12              
# ℹ 73,171 more rows

Q1.8 Preprocessing

Perform the following preprocessing steps. (i) Lump infrequent levels into “Other” level for first_careunit, last_careunit, admission_type, admission_location, and discharge_location. (ii) Collapse the levels of race into ASIAN, BLACK, HISPANIC, WHITE, and Other. (iii) Create a new variable los_long that is TRUE when los is greater than or equal to 2 days. (iv) Summarize the data using tbl_summary(), stratified by los_long. Hint: fct_lump and fct_collapse from the forcats package can be useful.

Hint: Below is a numerical summary of my tibble after preprocessing:

processed_data <- mimic_icu_cohort |> 
  mutate(across(c(first_careunit, last_careunit, admission_type, admission_location, discharge_location),
                ~fct_lump(., prop = 0.05, other_level = "Other"))) |>
  mutate(race = case_when(
    str_detect(race, regex("asian", ignore_case = TRUE)) ~ "ASIAN",
    str_detect(race, regex("black", ignore_case = TRUE)) ~ "BLACK",
    str_detect(race, regex("hispanic", ignore_case = TRUE)) ~ "HISPANIC",
    str_detect(race, regex("white", ignore_case = TRUE)) ~ "WHITE",
    TRUE ~ "Other"
  )) |>
  mutate(los_long = los >= 2) |>
  tbl_summary(by = los_long,
              type = all_continuous() ~ "continuous2",
              missing = "no") |>
  add_n()
processed_data
Characteristic N FALSE, N = 38,0501 TRUE, N = 35,1311
subject_id 73,181

    Median (IQR)
15,002,798 (12,488,949, 17,523,219) 14,995,832 (12,498,337, 17,496,102)
hadm_id 73,181

    Median (IQR)
24,949,943 (22,469,194, 27,466,877) 24,995,222 (22,499,999, 27,473,223)
stay_id 73,181

    Median (IQR)
35,026,375 (32,509,262, 37,504,248) 34,960,130 (32,470,375, 37,471,693)
first_careunit 73,181

    Cardiac Vascular Intensive Care Unit (CVICU)
5,827 (15%) 5,755 (16%)
    Coronary Care Unit (CCU)
4,117 (11%) 4,194 (12%)
    Medical Intensive Care Unit (MICU)
8,782 (23%) 7,116 (20%)
    Medical/Surgical Intensive Care Unit (MICU/SICU)
7,147 (19%) 5,586 (16%)
    Surgical Intensive Care Unit (SICU)
5,654 (15%) 5,507 (16%)
    Trauma SICU (TSICU)
4,464 (12%) 4,228 (12%)
    Other
2,059 (5.4%) 2,745 (7.8%)
last_careunit 73,181

    Cardiac Vascular Intensive Care Unit (CVICU)
5,773 (15%) 5,614 (16%)
    Coronary Care Unit (CCU)
4,149 (11%) 4,242 (12%)
    Medical Intensive Care Unit (MICU)
8,929 (23%) 7,903 (22%)
    Medical/Surgical Intensive Care Unit (MICU/SICU)
7,051 (19%) 5,303 (15%)
    Surgical Intensive Care Unit (SICU)
5,665 (15%) 5,344 (15%)
    Trauma SICU (TSICU)
4,414 (12%) 3,826 (11%)
    Other
2,069 (5.4%) 2,899 (8.3%)
intime 73,181

    Range
2110-01-11 10:16:06 to 2211-01-05 10:59:50 2110-01-12 00:54:00 to 2211-11-09 03:33:00
outtime 73,181

    Range
2110-01-12 17:17:47 to 2211-01-06 17:00:09 2110-01-14 22:07:39 to 2211-11-11 18:34:18
los 73,181

    Median (IQR)
1.1 (0.8, 1.5) 3.8 (2.7, 6.6)
admittime 73,181

    Range
2110-01-11 10:14:00 to 2211-01-05 10:58:00 2110-01-11 19:58:00 to 2211-11-09 02:26:00
dischtime 73,181

    Range
2110-01-15 17:31:00 to 2211-01-07 16:30:00 2110-01-17 16:00:00 to 2211-11-11 18:15:00
deathtime 8,321

    Range
2110-02-08 to 2210-09-16 02:00:00 2110-01-25 09:40:00 to 2211-01-17 12:34:00
admission_type 73,181

    EW EMER.
20,735 (54%) 17,937 (51%)
    OBSERVATION ADMIT
4,329 (11%) 4,645 (13%)
    SURGICAL SAME DAY ADMISSION
4,340 (11%) 3,033 (8.6%)
    URGENT
5,494 (14%) 6,959 (20%)
    Other
3,152 (8.3%) 2,557 (7.3%)
admit_provider_id 73,179

    P004U7
0 (0%) 1 (<0.1%)
    P005HP
2 (<0.1%) 4 (<0.1%)
    P006BO
1 (<0.1%) 5 (<0.1%)
    P00F5G
21 (<0.1%) 32 (<0.1%)
    P00F9E
0 (0%) 1 (<0.1%)
    P00H5D
8 (<0.1%) 8 (<0.1%)
    P00ORI
54 (0.1%) 66 (0.2%)
    P00P3O
33 (<0.1%) 25 (<0.1%)
    P00S2Q
0 (0%) 1 (<0.1%)
    P00WUU
1 (<0.1%) 0 (0%)
    P0102I
0 (0%) 1 (<0.1%)
    P01210
5 (<0.1%) 2 (<0.1%)
    P01C1Y
4 (<0.1%) 5 (<0.1%)
    P01HY0
2 (<0.1%) 1 (<0.1%)
    P01LRQ
703 (1.8%) 565 (1.6%)
    P01T18
162 (0.4%) 317 (0.9%)
    P01WHF
2 (<0.1%) 3 (<0.1%)
    P01YWO
2 (<0.1%) 0 (0%)
    P026SX
2 (<0.1%) 0 (0%)
    P0297D
8 (<0.1%) 5 (<0.1%)
    P02A4Y
0 (0%) 1 (<0.1%)
    P02BEI
2 (<0.1%) 0 (0%)
    P02C77
2 (<0.1%) 0 (0%)
    P02KUE
1 (<0.1%) 0 (0%)
    P02PDX
1 (<0.1%) 0 (0%)
    P02ZFH
1 (<0.1%) 0 (0%)
    P031HZ
313 (0.8%) 282 (0.8%)
    P031ME
2 (<0.1%) 1 (<0.1%)
    P033GV
1 (<0.1%) 0 (0%)
    P035LV
10 (<0.1%) 5 (<0.1%)
    P039RH
529 (1.4%) 412 (1.2%)
    P03G4D
318 (0.8%) 338 (1.0%)
    P03HS5
1 (<0.1%) 0 (0%)
    P03MDI
10 (<0.1%) 9 (<0.1%)
    P03N1K
0 (0%) 1 (<0.1%)
    P03QT6
4 (<0.1%) 12 (<0.1%)
    P03YK3
3 (<0.1%) 0 (0%)
    P03YMR
358 (0.9%) 312 (0.9%)
    P04CZP
2 (<0.1%) 0 (0%)
    P04HH6
0 (0%) 1 (<0.1%)
    P04HSW
3 (<0.1%) 2 (<0.1%)
    P04K3T
2 (<0.1%) 3 (<0.1%)
    P04O6M
5 (<0.1%) 3 (<0.1%)
    P04RVF
1 (<0.1%) 0 (0%)
    P04SG1
1 (<0.1%) 0 (0%)
    P04VJO
0 (0%) 2 (<0.1%)
    P04W4S
21 (<0.1%) 8 (<0.1%)
    P04X8Y
166 (0.4%) 187 (0.5%)
    P04ZFH
2 (<0.1%) 4 (<0.1%)
    P056IR
5 (<0.1%) 0 (0%)
    P058QY
1 (<0.1%) 0 (0%)
    P059D0
5 (<0.1%) 3 (<0.1%)
    P05BRR
60 (0.2%) 30 (<0.1%)
    P05F2F
1 (<0.1%) 2 (<0.1%)
    P05GC5
1 (<0.1%) 1 (<0.1%)
    P05HKP
19 (<0.1%) 42 (0.1%)
    P05HUO
15 (<0.1%) 17 (<0.1%)
    P05L83
2 (<0.1%) 3 (<0.1%)
    P05LBO
1 (<0.1%) 0 (0%)
    P05MG1
3 (<0.1%) 1 (<0.1%)
    P05WNT
2 (<0.1%) 3 (<0.1%)
    P069ZP
0 (0%) 1 (<0.1%)
    P06BFR
36 (<0.1%) 21 (<0.1%)
    P06DJG
2 (<0.1%) 5 (<0.1%)
    P06HZP
2 (<0.1%) 1 (<0.1%)
    P06LO5
6 (<0.1%) 4 (<0.1%)
    P06PSN
3 (<0.1%) 2 (<0.1%)
    P06SCT
8 (<0.1%) 7 (<0.1%)
    P06WOF
0 (0%) 1 (<0.1%)
    P0713Z
1 (<0.1%) 0 (0%)
    P071A6
9 (<0.1%) 15 (<0.1%)
    P072C5
614 (1.6%) 481 (1.4%)
    P0778Y
2 (<0.1%) 2 (<0.1%)
    P07HDB
202 (0.5%) 186 (0.5%)
    P07T6J
4 (<0.1%) 3 (<0.1%)
    P07UJ9
64 (0.2%) 38 (0.1%)
    P07VDQ
1 (<0.1%) 1 (<0.1%)
    P07XA0
7 (<0.1%) 5 (<0.1%)
    P07Y1E
5 (<0.1%) 1 (<0.1%)
    P083H2
3 (<0.1%) 10 (<0.1%)
    P08437
7 (<0.1%) 0 (0%)
    P086RC
4 (<0.1%) 4 (<0.1%)
    P08904
13 (<0.1%) 4 (<0.1%)
    P089NR
1 (<0.1%) 1 (<0.1%)
    P08BV8
116 (0.3%) 79 (0.2%)
    P08BVE
25 (<0.1%) 24 (<0.1%)
    P08GX1
0 (0%) 1 (<0.1%)
    P08RVB
1 (<0.1%) 0 (0%)
    P08S8F
12 (<0.1%) 8 (<0.1%)
    P08YAB
6 (<0.1%) 4 (<0.1%)
    P08ZLF
22 (<0.1%) 11 (<0.1%)
    P0921C
1 (<0.1%) 0 (0%)
    P09DV8
107 (0.3%) 127 (0.4%)
    P09FFQ
0 (0%) 1 (<0.1%)
    P09IS0
367 (1.0%) 368 (1.0%)
    P09JO2
1 (<0.1%) 0 (0%)
    P09JTY
1 (<0.1%) 0 (0%)
    P09Q6Y
46 (0.1%) 58 (0.2%)
    P09SHG
11 (<0.1%) 11 (<0.1%)
    P09VI4
4 (<0.1%) 5 (<0.1%)
    P09WIF
1 (<0.1%) 0 (0%)
    P09WQ2
1 (<0.1%) 0 (0%)
    P09WR8
49 (0.1%) 42 (0.1%)
    P09WS1
3 (<0.1%) 0 (0%)
    P100U2
23 (<0.1%) 22 (<0.1%)
    P1037P
242 (0.6%) 241 (0.7%)
    P104SU
6 (<0.1%) 5 (<0.1%)
    P108BH
1 (<0.1%) 1 (<0.1%)
    P10G0Z
7 (<0.1%) 14 (<0.1%)
    P10HT9
1 (<0.1%) 2 (<0.1%)
    P10IKV
2 (<0.1%) 2 (<0.1%)
    P10LXR
19 (<0.1%) 26 (<0.1%)
    P10QHT
13 (<0.1%) 8 (<0.1%)
    P10WWR
124 (0.3%) 137 (0.4%)
    P113P1
0 (0%) 1 (<0.1%)
    P11ARB
5 (<0.1%) 0 (0%)
    P11CH5
23 (<0.1%) 29 (<0.1%)
    P11KJC
0 (0%) 1 (<0.1%)
    P11LTS
3 (<0.1%) 3 (<0.1%)
    P11QW0
2 (<0.1%) 0 (0%)
    P122OI
2 (<0.1%) 1 (<0.1%)
    P122SD
11 (<0.1%) 10 (<0.1%)
    P12GDA
10 (<0.1%) 14 (<0.1%)
    P12GMU
1 (<0.1%) 0 (0%)
    P12HNH
10 (<0.1%) 17 (<0.1%)
    P12KMK
9 (<0.1%) 4 (<0.1%)
    P12M05
1 (<0.1%) 0 (0%)
    P12T7B
1 (<0.1%) 2 (<0.1%)
    P12TZL
1 (<0.1%) 0 (0%)
    P12U90
2 (<0.1%) 1 (<0.1%)
    P12UQ6
18 (<0.1%) 18 (<0.1%)
    P12V2M
0 (0%) 1 (<0.1%)
    P12Z1N
17 (<0.1%) 12 (<0.1%)
    P132L1
11 (<0.1%) 1 (<0.1%)
    P1339X
16 (<0.1%) 25 (<0.1%)
    P137DC
21 (<0.1%) 15 (<0.1%)
    P1380I
1 (<0.1%) 0 (0%)
    P138WD
2 (<0.1%) 2 (<0.1%)
    P13E4P
0 (0%) 1 (<0.1%)
    P13MKD
14 (<0.1%) 13 (<0.1%)
    P13MPH
4 (<0.1%) 1 (<0.1%)
    P13NQ3
32 (<0.1%) 6 (<0.1%)
    P13RT0
3 (<0.1%) 2 (<0.1%)
    P13TS7
17 (<0.1%) 26 (<0.1%)
    P13VNA
7 (<0.1%) 8 (<0.1%)
    P13WAF
22 (<0.1%) 11 (<0.1%)
    P13ZKD
38 (<0.1%) 19 (<0.1%)
    P13ZRJ
109 (0.3%) 85 (0.2%)
    P1406U
1 (<0.1%) 1 (<0.1%)
    P14622
20 (<0.1%) 12 (<0.1%)
    P146T2
7 (<0.1%) 2 (<0.1%)
    P147HV
99 (0.3%) 106 (0.3%)
    P148ZT
0 (0%) 1 (<0.1%)
    P14D72
10 (<0.1%) 8 (<0.1%)
    P14MP7
2 (<0.1%) 3 (<0.1%)
    P14T6E
8 (<0.1%) 5 (<0.1%)
    P14TS2
2 (<0.1%) 4 (<0.1%)
    P14VBX
3 (<0.1%) 2 (<0.1%)
    P157UG
19 (<0.1%) 13 (<0.1%)
    P159ZO
7 (<0.1%) 2 (<0.1%)
    P15ABH
1 (<0.1%) 2 (<0.1%)
    P15D9X
5 (<0.1%) 8 (<0.1%)
    P15JOU
6 (<0.1%) 3 (<0.1%)
    P15K4J
2 (<0.1%) 0 (0%)
    P15LCK
6 (<0.1%) 15 (<0.1%)
    P15LLA
1 (<0.1%) 0 (0%)
    P15Q4A
3 (<0.1%) 1 (<0.1%)
    P15Q8N
25 (<0.1%) 26 (<0.1%)
    P15SV1
0 (0%) 1 (<0.1%)
    P1637J
2 (<0.1%) 5 (<0.1%)
    P16C7J
103 (0.3%) 84 (0.2%)
    P16DN8
1 (<0.1%) 2 (<0.1%)
    P16FST
1 (<0.1%) 2 (<0.1%)
    P16GD0
3 (<0.1%) 4 (<0.1%)
    P16MD7
7 (<0.1%) 8 (<0.1%)
    P16UZC
36 (<0.1%) 20 (<0.1%)
    P1706R
3 (<0.1%) 6 (<0.1%)
    P172D4
56 (0.1%) 42 (0.1%)
    P17ARV
98 (0.3%) 136 (0.4%)
    P17BJ5
460 (1.2%) 366 (1.0%)
    P17DYL
14 (<0.1%) 10 (<0.1%)
    P17H5G
7 (<0.1%) 8 (<0.1%)
    P17HKE
10 (<0.1%) 11 (<0.1%)
    P17LTO
16 (<0.1%) 28 (<0.1%)
    P17MK7
299 (0.8%) 273 (0.8%)
    P17Q03
4 (<0.1%) 1 (<0.1%)
    P17RKF
2 (<0.1%) 3 (<0.1%)
    P17YHV
22 (<0.1%) 33 (<0.1%)
    P182AE
70 (0.2%) 74 (0.2%)
    P186PU
3 (<0.1%) 2 (<0.1%)
    P187JB
2 (<0.1%) 1 (<0.1%)
    P189MF
2 (<0.1%) 4 (<0.1%)
    P18HC0
0 (0%) 2 (<0.1%)
    P18I28
56 (0.1%) 57 (0.2%)
    P18PNB
12 (<0.1%) 5 (<0.1%)
    P18R3Y
14 (<0.1%) 11 (<0.1%)
    P18S80
8 (<0.1%) 13 (<0.1%)
    P18TD8
3 (<0.1%) 7 (<0.1%)
    P18UGC
7 (<0.1%) 7 (<0.1%)
    P18ZIQ
6 (<0.1%) 3 (<0.1%)
    P1904G
26 (<0.1%) 19 (<0.1%)
    P196BZ
1 (<0.1%) 0 (0%)
    P197KV
80 (0.2%) 57 (0.2%)
    P19FG5
12 (<0.1%) 7 (<0.1%)
    P19IZ6
1 (<0.1%) 0 (0%)
    P19J2F
24 (<0.1%) 12 (<0.1%)
    P19O7N
59 (0.2%) 50 (0.1%)
    P19OCO
2 (<0.1%) 2 (<0.1%)
    P19PFS
1 (<0.1%) 0 (0%)
    P19QFH
3 (<0.1%) 0 (0%)
    P19RDH
2 (<0.1%) 0 (0%)
    P19S1D
0 (0%) 2 (<0.1%)
    P19SWB
325 (0.9%) 297 (0.8%)
    P19UWB
11 (<0.1%) 8 (<0.1%)
    P19W9V
12 (<0.1%) 11 (<0.1%)
    P19YR4
11 (<0.1%) 6 (<0.1%)
    P19Z9T
2 (<0.1%) 0 (0%)
    P20301
13 (<0.1%) 14 (<0.1%)
    P203BW
32 (<0.1%) 39 (0.1%)
    P204LI
29 (<0.1%) 24 (<0.1%)
    P2059M
7 (<0.1%) 4 (<0.1%)
    P206E7
9 (<0.1%) 6 (<0.1%)
    P206VP
3 (<0.1%) 6 (<0.1%)
    P20BXB
1 (<0.1%) 1 (<0.1%)
    P20D4W
4 (<0.1%) 0 (0%)
    P20DGX
74 (0.2%) 80 (0.2%)
    P20E5L
14 (<0.1%) 12 (<0.1%)
    P20FYO
3 (<0.1%) 6 (<0.1%)
    P20N5X
152 (0.4%) 101 (0.3%)
    P20Q3Q
20 (<0.1%) 47 (0.1%)
    P20S64
0 (0%) 1 (<0.1%)
    P219EM
1 (<0.1%) 0 (0%)
    P21E4S
0 (0%) 3 (<0.1%)
    P21E8R
8 (<0.1%) 2 (<0.1%)
    P21H1O
14 (<0.1%) 11 (<0.1%)
    P21L2V
2 (<0.1%) 0 (0%)
    P21O0J
9 (<0.1%) 9 (<0.1%)
    P21SC7
31 (<0.1%) 17 (<0.1%)
    P21TYH
0 (0%) 1 (<0.1%)
    P21X87
11 (<0.1%) 8 (<0.1%)
    P21ZEX
50 (0.1%) 47 (0.1%)
    P223FR
3 (<0.1%) 4 (<0.1%)
    P225WY
1 (<0.1%) 0 (0%)
    P22CUY
4 (<0.1%) 0 (0%)
    P22DRW
1 (<0.1%) 2 (<0.1%)
    P22HUI
4 (<0.1%) 0 (0%)
    P22KLQ
13 (<0.1%) 7 (<0.1%)
    P22M16
18 (<0.1%) 22 (<0.1%)
    P22S8H
1 (<0.1%) 1 (<0.1%)
    P22U9S
2 (<0.1%) 6 (<0.1%)
    P22UGT
0 (0%) 2 (<0.1%)
    P22XLZ
1 (<0.1%) 2 (<0.1%)
    P22ZKD
2 (<0.1%) 2 (<0.1%)
    P231YL
4 (<0.1%) 3 (<0.1%)
    P233F6
280 (0.7%) 232 (0.7%)
    P234XU
4 (<0.1%) 1 (<0.1%)
    P2358X
3 (<0.1%) 1 (<0.1%)
    P23AIQ
3 (<0.1%) 1 (<0.1%)
    P23H3E
9 (<0.1%) 4 (<0.1%)
    P23HY1
5 (<0.1%) 3 (<0.1%)
    P23IYW
1 (<0.1%) 1 (<0.1%)
    P23PBB
14 (<0.1%) 15 (<0.1%)
    P23T1W
34 (<0.1%) 35 (<0.1%)
    P23TUU
1 (<0.1%) 3 (<0.1%)
    P23URY
164 (0.4%) 216 (0.6%)
    P23Y5G
97 (0.3%) 72 (0.2%)
    P2424N
1 (<0.1%) 2 (<0.1%)
    P247KZ
0 (0%) 1 (<0.1%)
    P24BXC
4 (<0.1%) 10 (<0.1%)
    P24FQR
1 (<0.1%) 0 (0%)
    P24G5Q
5 (<0.1%) 2 (<0.1%)
    P24OF3
1 (<0.1%) 2 (<0.1%)
    P24Z3U
1 (<0.1%) 0 (0%)
    P254TN
1 (<0.1%) 2 (<0.1%)
    P257ZL
13 (<0.1%) 9 (<0.1%)
    P258G9
0 (0%) 2 (<0.1%)
    P258WU
8 (<0.1%) 7 (<0.1%)
    P259GB
10 (<0.1%) 17 (<0.1%)
    P25H29
52 (0.1%) 43 (0.1%)
    P25J14
0 (0%) 1 (<0.1%)
    P25J4Q
54 (0.1%) 44 (0.1%)
    P25KCK
7 (<0.1%) 5 (<0.1%)
    P25U4M
32 (<0.1%) 29 (<0.1%)
    P25XDB
25 (<0.1%) 25 (<0.1%)
    P25XZU
0 (0%) 1 (<0.1%)
    P25YV8
1 (<0.1%) 0 (0%)
    P260IQ
1 (<0.1%) 0 (0%)
    P2672K
0 (0%) 1 (<0.1%)
    P26BSW
44 (0.1%) 43 (0.1%)
    P26C3Q
1 (<0.1%) 0 (0%)
    P26CO4
6 (<0.1%) 0 (0%)
    P26OVE
12 (<0.1%) 7 (<0.1%)
    P26PF2
0 (0%) 1 (<0.1%)
    P26QBH
2 (<0.1%) 0 (0%)
    P26SKK
1 (<0.1%) 0 (0%)
    P26ZO9
8 (<0.1%) 3 (<0.1%)
    P27180
21 (<0.1%) 17 (<0.1%)
    P2720E
187 (0.5%) 232 (0.7%)
    P2743Q
17 (<0.1%) 7 (<0.1%)
    P27588
221 (0.6%) 209 (0.6%)
    P27E90
2 (<0.1%) 3 (<0.1%)
    P27KJY
2 (<0.1%) 4 (<0.1%)
    P27OTL
0 (0%) 1 (<0.1%)
    P27PNT
22 (<0.1%) 21 (<0.1%)
    P27QVS
1 (<0.1%) 3 (<0.1%)
    P27RSD
0 (0%) 1 (<0.1%)
    P27SDD
67 (0.2%) 70 (0.2%)
    P281FA
83 (0.2%) 63 (0.2%)
    P28D38
4 (<0.1%) 5 (<0.1%)
    P28HD5
2 (<0.1%) 0 (0%)
    P28I7R
0 (0%) 3 (<0.1%)
    P28IUA
10 (<0.1%) 8 (<0.1%)
    P28KE0
2 (<0.1%) 5 (<0.1%)
    P28OI9
20 (<0.1%) 27 (<0.1%)
    P28U9A
2 (<0.1%) 2 (<0.1%)
    P28V42
2 (<0.1%) 2 (<0.1%)
    P28Z0X
37 (<0.1%) 54 (0.2%)
    P291NZ
0 (0%) 3 (<0.1%)
    P294WN
8 (<0.1%) 3 (<0.1%)
    P29BE6
107 (0.3%) 113 (0.3%)
    P29CGZ
139 (0.4%) 101 (0.3%)
    P29HHY
0 (0%) 1 (<0.1%)
    P29JE1
0 (0%) 1 (<0.1%)
    P29PMR
1 (<0.1%) 1 (<0.1%)
    P29UXJ
8 (<0.1%) 8 (<0.1%)
    P29V07
18 (<0.1%) 12 (<0.1%)
    P29XSZ
20 (<0.1%) 29 (<0.1%)
    P30AMB
21 (<0.1%) 10 (<0.1%)
    P30COD
7 (<0.1%) 4 (<0.1%)
    P30CQN
13 (<0.1%) 17 (<0.1%)
    P30HVU
4 (<0.1%) 0 (0%)
    P30KEH
1,441 (3.8%) 986 (2.8%)
    P30L9F
14 (<0.1%) 3 (<0.1%)
    P30O6B
105 (0.3%) 86 (0.2%)
    P30SZF
81 (0.2%) 62 (0.2%)
    P314FA
2 (<0.1%) 2 (<0.1%)
    P31A9M
38 (<0.1%) 43 (0.1%)
    P31FF2
1 (<0.1%) 0 (0%)
    P31JEI
3 (<0.1%) 1 (<0.1%)
    P31MHB
9 (<0.1%) 19 (<0.1%)
    P31QF0
21 (<0.1%) 26 (<0.1%)
    P31TJL
4 (<0.1%) 3 (<0.1%)
    P31WHV
34 (<0.1%) 23 (<0.1%)
    P324UJ
15 (<0.1%) 25 (<0.1%)
    P327CS
0 (0%) 1 (<0.1%)
    P328SR
1 (<0.1%) 1 (<0.1%)
    P328U4
19 (<0.1%) 21 (<0.1%)
    P3292B
12 (<0.1%) 16 (<0.1%)
    P32IMQ
1 (<0.1%) 1 (<0.1%)
    P32VQM
5 (<0.1%) 3 (<0.1%)
    P33AAL
398 (1.0%) 309 (0.9%)
    P33K8A
49 (0.1%) 47 (0.1%)
    P33QWR
1 (<0.1%) 3 (<0.1%)
    P33TDL
7 (<0.1%) 4 (<0.1%)
    P340EV
1 (<0.1%) 0 (0%)
    P3417E
271 (0.7%) 261 (0.7%)
    P341KJ
8 (<0.1%) 2 (<0.1%)
    P345H7
17 (<0.1%) 19 (<0.1%)
    P345JR
0 (0%) 1 (<0.1%)
    P345XU
48 (0.1%) 34 (<0.1%)
    P34653
20 (<0.1%) 35 (<0.1%)
    P34CJJ
9 (<0.1%) 8 (<0.1%)
    P34DHA
1 (<0.1%) 5 (<0.1%)
    P34EC1
4 (<0.1%) 3 (<0.1%)
    P34G4D
1 (<0.1%) 0 (0%)
    P34G7X
1 (<0.1%) 0 (0%)
    P34LOL
14 (<0.1%) 7 (<0.1%)
    P34SFE
277 (0.7%) 334 (1.0%)
    P34SGS
2 (<0.1%) 2 (<0.1%)
    P34SHK
14 (<0.1%) 8 (<0.1%)
    P34TRL
3 (<0.1%) 2 (<0.1%)
    P34U0C
4 (<0.1%) 0 (0%)
    P34WF1
247 (0.6%) 205 (0.6%)
    P34ZXI
2 (<0.1%) 1 (<0.1%)
    P3529J
1,818 (4.8%) 1,586 (4.5%)
    P353P8
1 (<0.1%) 0 (0%)
    P357UM
3 (<0.1%) 4 (<0.1%)
    P358Q0
14 (<0.1%) 12 (<0.1%)
    P35DLZ
1 (<0.1%) 0 (0%)
    P35DTG
5 (<0.1%) 13 (<0.1%)
    P35F5X
40 (0.1%) 44 (0.1%)
    P35FN7
2 (<0.1%) 3 (<0.1%)
    P35FY1
11 (<0.1%) 7 (<0.1%)
    P35GUV
2 (<0.1%) 3 (<0.1%)
    P35LDI
6 (<0.1%) 2 (<0.1%)
    P35SU0
3 (<0.1%) 2 (<0.1%)
    P35VV9
35 (<0.1%) 14 (<0.1%)
    P35WT5
70 (0.2%) 111 (0.3%)
    P35Y41
1 (<0.1%) 0 (0%)
    P3638G
148 (0.4%) 154 (0.4%)
    P364K7
0 (0%) 1 (<0.1%)
    P367GD
30 (<0.1%) 35 (<0.1%)
    P36AD5
7 (<0.1%) 11 (<0.1%)
    P36D2C
2 (<0.1%) 2 (<0.1%)
    P36INQ
19 (<0.1%) 20 (<0.1%)
    P36LPN
3 (<0.1%) 4 (<0.1%)
    P36MDB
6 (<0.1%) 4 (<0.1%)
    P36SVP
0 (0%) 1 (<0.1%)
    P36V95
0 (0%) 3 (<0.1%)
    P36ZPZ
1 (<0.1%) 2 (<0.1%)
    P370RW
4 (<0.1%) 3 (<0.1%)
    P3736M
3 (<0.1%) 0 (0%)
    P374HC
1 (<0.1%) 3 (<0.1%)
    P37F8W
5 (<0.1%) 6 (<0.1%)
    P37GX0
42 (0.1%) 40 (0.1%)
    P37O0I
5 (<0.1%) 6 (<0.1%)
    P37P1Z
14 (<0.1%) 11 (<0.1%)
    P37QNF
44 (0.1%) 33 (<0.1%)
    P37QZV
102 (0.3%) 108 (0.3%)
    P37SG1
2 (<0.1%) 0 (0%)
    P37SKE
16 (<0.1%) 12 (<0.1%)
    P37T33
0 (0%) 4 (<0.1%)
    P37TAI
1 (<0.1%) 0 (0%)
    P381QU
1 (<0.1%) 4 (<0.1%)
    P3834V
3 (<0.1%) 1 (<0.1%)
    P385AT
1 (<0.1%) 0 (0%)
    P38668
4 (<0.1%) 11 (<0.1%)
    P387UT
6 (<0.1%) 8 (<0.1%)
    P38G1F
12 (<0.1%) 3 (<0.1%)
    P38GSR
38 (<0.1%) 46 (0.1%)
    P38K6P
1 (<0.1%) 3 (<0.1%)
    P38LAS
24 (<0.1%) 18 (<0.1%)
    P38NRT
3 (<0.1%) 7 (<0.1%)
    P38OIZ
1 (<0.1%) 0 (0%)
    P38RSS
60 (0.2%) 43 (0.1%)
    P38TI6
431 (1.1%) 264 (0.8%)
    P38U03
4 (<0.1%) 0 (0%)
    P38ULE
1 (<0.1%) 2 (<0.1%)
    P38V7W
145 (0.4%) 149 (0.4%)
    P38W5P
55 (0.1%) 35 (<0.1%)
    P38XXV
1 (<0.1%) 0 (0%)
    P39043
94 (0.2%) 73 (0.2%)
    P390DP
1 (<0.1%) 0 (0%)
    P39C1O
146 (0.4%) 184 (0.5%)
    P39CSL
1 (<0.1%) 1 (<0.1%)
    P39FGY
72 (0.2%) 116 (0.3%)
    P39G31
3 (<0.1%) 3 (<0.1%)
    P39H2E
4 (<0.1%) 3 (<0.1%)
    P39M5X
2 (<0.1%) 0 (0%)
    P39SWK
60 (0.2%) 58 (0.2%)
    P39U2R
3 (<0.1%) 3 (<0.1%)
    P39UDS
55 (0.1%) 42 (0.1%)
    P39V8Z
2 (<0.1%) 1 (<0.1%)
    P40719
4 (<0.1%) 3 (<0.1%)
    P40DS8
1 (<0.1%) 0 (0%)
    P40EO9
36 (<0.1%) 24 (<0.1%)
    P40FN4
1 (<0.1%) 0 (0%)
    P40FSC
0 (0%) 1 (<0.1%)
    P40HT4
0 (0%) 1 (<0.1%)
    P40I6F
4 (<0.1%) 2 (<0.1%)
    P40IJU
1 (<0.1%) 0 (0%)
    P40IYU
0 (0%) 1 (<0.1%)
    P40KMP
0 (0%) 2 (<0.1%)
    P40M5E
7 (<0.1%) 0 (0%)
    P40MUA
4 (<0.1%) 2 (<0.1%)
    P40N36
1 (<0.1%) 0 (0%)
    P40NQG
2 (<0.1%) 2 (<0.1%)
    P40UEJ
14 (<0.1%) 9 (<0.1%)
    P4102Q
6 (<0.1%) 0 (0%)
    P413I1
16 (<0.1%) 25 (<0.1%)
    P417YO
15 (<0.1%) 5 (<0.1%)
    P418IO
9 (<0.1%) 3 (<0.1%)
    P41EVC
7 (<0.1%) 4 (<0.1%)
    P41GFX
12 (<0.1%) 10 (<0.1%)
    P41HA1
21 (<0.1%) 27 (<0.1%)
    P41KDI
3 (<0.1%) 1 (<0.1%)
    P41P0N
1 (<0.1%) 2 (<0.1%)
    P41R5N
1,924 (5.1%) 1,571 (4.5%)
    P41V12
2 (<0.1%) 2 (<0.1%)
    P41V62
14 (<0.1%) 20 (<0.1%)
    P4233D
7 (<0.1%) 7 (<0.1%)
    P424HM
3 (<0.1%) 3 (<0.1%)
    P424IO
0 (0%) 3 (<0.1%)
    P4259U
1 (<0.1%) 0 (0%)
    P428U3
2 (<0.1%) 1 (<0.1%)
    P42B7D
1 (<0.1%) 1 (<0.1%)
    P42DF5
1 (<0.1%) 4 (<0.1%)
    P42EMD
4 (<0.1%) 2 (<0.1%)
    P42J4B
12 (<0.1%) 14 (<0.1%)
    P42K8Q
3 (<0.1%) 1 (<0.1%)
    P42LS0
6 (<0.1%) 7 (<0.1%)
    P42SC8
5 (<0.1%) 6 (<0.1%)
    P42VJP
0 (0%) 1 (<0.1%)
    P42ZKF
11 (<0.1%) 15 (<0.1%)
    P434LK
8 (<0.1%) 5 (<0.1%)
    P434W4
54 (0.1%) 81 (0.2%)
    P43771
3 (<0.1%) 0 (0%)
    P43A1R
269 (0.7%) 227 (0.6%)
    P43ADB
4 (<0.1%) 6 (<0.1%)
    P43BTJ
64 (0.2%) 67 (0.2%)
    P43C95
1 (<0.1%) 0 (0%)
    P43HX7
19 (<0.1%) 23 (<0.1%)
    P43K1W
5 (<0.1%) 2 (<0.1%)
    P43NSE
5 (<0.1%) 5 (<0.1%)
    P43PBD
1 (<0.1%) 2 (<0.1%)
    P43QZS
1 (<0.1%) 1 (<0.1%)
    P43SZY
26 (<0.1%) 11 (<0.1%)
    P43WVV
1 (<0.1%) 0 (0%)
    P43ZCZ
1 (<0.1%) 0 (0%)
    P441Q1
0 (0%) 1 (<0.1%)
    P445UD
0 (0%) 1 (<0.1%)
    P446Z2
151 (0.4%) 176 (0.5%)
    P44AKO
0 (0%) 1 (<0.1%)
    P44FJK
8 (<0.1%) 11 (<0.1%)
    P44H5R
2 (<0.1%) 1 (<0.1%)
    P44KQ2
2 (<0.1%) 2 (<0.1%)
    P44LMK
30 (<0.1%) 17 (<0.1%)
    P44LY0
9 (<0.1%) 4 (<0.1%)
    P44OSG
11 (<0.1%) 7 (<0.1%)
    P44R0F
8 (<0.1%) 7 (<0.1%)
    P44UQI
284 (0.7%) 328 (0.9%)
    P44WVR
413 (1.1%) 342 (1.0%)
    P4507L
45 (0.1%) 45 (0.1%)
    P450WM
55 (0.1%) 53 (0.2%)
    P45A8G
1 (<0.1%) 2 (<0.1%)
    P45GUA
9 (<0.1%) 10 (<0.1%)
    P45HOK
15 (<0.1%) 42 (0.1%)
    P45KPS
1 (<0.1%) 0 (0%)
    P45LBL
6 (<0.1%) 6 (<0.1%)
    P45LN5
19 (<0.1%) 13 (<0.1%)
    P45LON
2 (<0.1%) 1 (<0.1%)
    P45Z0U
4 (<0.1%) 4 (<0.1%)
    P46260
2 (<0.1%) 2 (<0.1%)
    P462X1
65 (0.2%) 45 (0.1%)
    P4645A
10 (<0.1%) 20 (<0.1%)
    P466EI
76 (0.2%) 83 (0.2%)
    P46A5D
2 (<0.1%) 0 (0%)
    P46BRB
1 (<0.1%) 1 (<0.1%)
    P46FLS
3 (<0.1%) 3 (<0.1%)
    P46GJ9
2 (<0.1%) 0 (0%)
    P46HD3
30 (<0.1%) 50 (0.1%)
    P46LSC
146 (0.4%) 104 (0.3%)
    P46MF1
5 (<0.1%) 4 (<0.1%)
    P46PUP
33 (<0.1%) 27 (<0.1%)
    P46TZM
12 (<0.1%) 12 (<0.1%)
    P46WR5
51 (0.1%) 56 (0.2%)
    P46WXN
5 (<0.1%) 6 (<0.1%)
    P470AO
3 (<0.1%) 5 (<0.1%)
    P476C6
1 (<0.1%) 0 (0%)
    P47E1G
700 (1.8%) 720 (2.0%)
    P47EAI
1 (<0.1%) 2 (<0.1%)
    P47HX8
2 (<0.1%) 4 (<0.1%)
    P47KFL
115 (0.3%) 90 (0.3%)
    P47SIK
865 (2.3%) 740 (2.1%)
    P47TN5
1 (<0.1%) 2 (<0.1%)
    P480FZ
84 (0.2%) 62 (0.2%)
    P489ZG
9 (<0.1%) 7 (<0.1%)
    P48EKL
4 (<0.1%) 2 (<0.1%)
    P48FJB
5 (<0.1%) 2 (<0.1%)
    P48FK1
31 (<0.1%) 35 (<0.1%)
    P48GIG
33 (<0.1%) 59 (0.2%)
    P48H5S
1 (<0.1%) 1 (<0.1%)
    P48KFD
365 (1.0%) 282 (0.8%)
    P48P6U
2 (<0.1%) 0 (0%)
    P48PQ0
52 (0.1%) 47 (0.1%)
    P48QPD
0 (0%) 1 (<0.1%)
    P48VXK
66 (0.2%) 34 (<0.1%)
    P48WEX
55 (0.1%) 61 (0.2%)
    P48ZIH
3 (<0.1%) 2 (<0.1%)
    P491T2
4 (<0.1%) 0 (0%)
    P491WZ
88 (0.2%) 79 (0.2%)
    P4931Z
7 (<0.1%) 2 (<0.1%)
    P4978J
2 (<0.1%) 1 (<0.1%)
    P49BNQ
42 (0.1%) 62 (0.2%)
    P49EON
214 (0.6%) 230 (0.7%)
    P49GMC
2 (<0.1%) 9 (<0.1%)
    P49GT7
9 (<0.1%) 7 (<0.1%)
    P49LAH
4 (<0.1%) 1 (<0.1%)
    P49NLZ
124 (0.3%) 128 (0.4%)
    P501S7
1 (<0.1%) 2 (<0.1%)
    P502FU
3 (<0.1%) 1 (<0.1%)
    P503K7
10 (<0.1%) 13 (<0.1%)
    P503ZI
23 (<0.1%) 14 (<0.1%)
    P506DE
347 (0.9%) 304 (0.9%)
    P506VK
10 (<0.1%) 35 (<0.1%)
    P509SB
14 (<0.1%) 9 (<0.1%)
    P50AC5
5 (<0.1%) 6 (<0.1%)
    P50GZA
40 (0.1%) 39 (0.1%)
    P50OO4
10 (<0.1%) 2 (<0.1%)
    P50QMM
5 (<0.1%) 7 (<0.1%)
    P50R4B
39 (0.1%) 29 (<0.1%)
    P50TA4
0 (0%) 1 (<0.1%)
    P513EK
298 (0.8%) 295 (0.8%)
    P516OA
0 (0%) 1 (<0.1%)
    P51DO7
55 (0.1%) 28 (<0.1%)
    P51JEK
0 (0%) 1 (<0.1%)
    P51MA2
54 (0.1%) 58 (0.2%)
    P51N6D
0 (0%) 1 (<0.1%)
    P51YAL
1 (<0.1%) 1 (<0.1%)
    P527I6
2 (<0.1%) 0 (0%)
    P52DD2
4 (<0.1%) 12 (<0.1%)
    P52H1K
1 (<0.1%) 2 (<0.1%)
    P52I6H
1 (<0.1%) 0 (0%)
    P52KGN
2 (<0.1%) 0 (0%)
    P52PZO
0 (0%) 1 (<0.1%)
    P52Q5J
1 (<0.1%) 2 (<0.1%)
    P52TGZ
37 (<0.1%) 31 (<0.1%)
    P5305E
81 (0.2%) 66 (0.2%)
    P534S8
52 (0.1%) 55 (0.2%)
    P536JC
34 (<0.1%) 37 (0.1%)
    P53HQZ
33 (<0.1%) 38 (0.1%)
    P53NM1
0 (0%) 1 (<0.1%)
    P53NMC
1 (<0.1%) 1 (<0.1%)
    P53RDR
23 (<0.1%) 21 (<0.1%)
    P53TMV
1 (<0.1%) 0 (0%)
    P53XKM
3 (<0.1%) 1 (<0.1%)
    P540CQ
4 (<0.1%) 3 (<0.1%)
    P541A9
1 (<0.1%) 0 (0%)
    P543UC
3 (<0.1%) 1 (<0.1%)
    P54631
7 (<0.1%) 4 (<0.1%)
    P5478P
1 (<0.1%) 0 (0%)
    P5487F
326 (0.9%) 315 (0.9%)
    P54AMZ
1 (<0.1%) 1 (<0.1%)
    P54K56
109 (0.3%) 87 (0.2%)
    P54ME2
1 (<0.1%) 1 (<0.1%)
    P54ORP
1 (<0.1%) 0 (0%)
    P54Q2B
39 (0.1%) 29 (<0.1%)
    P54RLA
64 (0.2%) 48 (0.1%)
    P54UVQ
10 (<0.1%) 18 (<0.1%)
    P54WZT
2 (<0.1%) 0 (0%)
    P54YBI
2 (<0.1%) 3 (<0.1%)
    P5516X
7 (<0.1%) 13 (<0.1%)
    P553JT
27 (<0.1%) 26 (<0.1%)
    P556DM
2 (<0.1%) 1 (<0.1%)
    P558XI
64 (0.2%) 71 (0.2%)
    P559UG
0 (0%) 1 (<0.1%)
    P55E2D
4 (<0.1%) 3 (<0.1%)
    P55IEH
3 (<0.1%) 2 (<0.1%)
    P55PPR
1 (<0.1%) 0 (0%)
    P55VMJ
4 (<0.1%) 2 (<0.1%)
    P55W8E
5 (<0.1%) 1 (<0.1%)
    P55YAK
8 (<0.1%) 22 (<0.1%)
    P55YCT
5 (<0.1%) 5 (<0.1%)
    P55Z20
2 (<0.1%) 4 (<0.1%)
    P560YW
2 (<0.1%) 1 (<0.1%)
    P561WE
0 (0%) 1 (<0.1%)
    P564DK
6 (<0.1%) 2 (<0.1%)
    P56B4N
22 (<0.1%) 17 (<0.1%)
    P56ESD
8 (<0.1%) 5 (<0.1%)
    P56MQ2
74 (0.2%) 60 (0.2%)
    P56SP9
125 (0.3%) 151 (0.4%)
    P56TEX
3 (<0.1%) 5 (<0.1%)
    P56VGT
0 (0%) 1 (<0.1%)
    P56X71
6 (<0.1%) 14 (<0.1%)
    P57714
9 (<0.1%) 7 (<0.1%)
    P5771B
1 (<0.1%) 1 (<0.1%)
    P57B0F
9 (<0.1%) 3 (<0.1%)
    P57BX2
10 (<0.1%) 6 (<0.1%)
    P57GFV
1 (<0.1%) 1 (<0.1%)
    P57H5T
10 (<0.1%) 4 (<0.1%)
    P57NY9
9 (<0.1%) 18 (<0.1%)
    P57ON4
53 (0.1%) 46 (0.1%)
    P57QCP
15 (<0.1%) 9 (<0.1%)
    P57Y1J
6 (<0.1%) 1 (<0.1%)
    P583TG
12 (<0.1%) 5 (<0.1%)
    P58609
3 (<0.1%) 0 (0%)
    P586FC
4 (<0.1%) 9 (<0.1%)
    P586YL
358 (0.9%) 257 (0.7%)
    P58A9J
33 (<0.1%) 23 (<0.1%)
    P58IWV
0 (0%) 1 (<0.1%)
    P58JDN
0 (0%) 1 (<0.1%)
    P58JZK
3 (<0.1%) 1 (<0.1%)
    P590NO
3 (<0.1%) 1 (<0.1%)
    P59ABV
0 (0%) 1 (<0.1%)
    P59BEJ
0 (0%) 2 (<0.1%)
    P59HPG
2 (<0.1%) 0 (0%)
    P59NJX
3 (<0.1%) 5 (<0.1%)
    P59RG4
1 (<0.1%) 0 (0%)
    P59SIR
1 (<0.1%) 0 (0%)
    P59TIC
0 (0%) 1 (<0.1%)
    P601FY
53 (0.1%) 137 (0.4%)
    P603WO
3 (<0.1%) 3 (<0.1%)
    P6046W
8 (<0.1%) 2 (<0.1%)
    P607HY
1 (<0.1%) 0 (0%)
    P607R6
17 (<0.1%) 37 (0.1%)
    P608IB
2 (<0.1%) 3 (<0.1%)
    P60CC5
60 (0.2%) 102 (0.3%)
    P60F78
151 (0.4%) 115 (0.3%)
    P60GS5
8 (<0.1%) 2 (<0.1%)
    P60HEA
2 (<0.1%) 7 (<0.1%)
    P60HS0
2 (<0.1%) 1 (<0.1%)
    P60IXV
2 (<0.1%) 2 (<0.1%)
    P60JMB
1 (<0.1%) 0 (0%)
    P60MZ1
8 (<0.1%) 7 (<0.1%)
    P60Q9U
1 (<0.1%) 1 (<0.1%)
    P60U9W
7 (<0.1%) 9 (<0.1%)
    P60VX4
5 (<0.1%) 2 (<0.1%)
    P60W05
5 (<0.1%) 2 (<0.1%)
    P60W7V
14 (<0.1%) 16 (<0.1%)
    P60WR8
0 (0%) 1 (<0.1%)
    P60WSP
0 (0%) 1 (<0.1%)
    P60ZCO
68 (0.2%) 64 (0.2%)
    P611A0
28 (<0.1%) 21 (<0.1%)
    P612TM
11 (<0.1%) 7 (<0.1%)
    P612YK
56 (0.1%) 45 (0.1%)
    P616WL
7 (<0.1%) 7 (<0.1%)
    P61BPT
0 (0%) 1 (<0.1%)
    P61CAD
1 (<0.1%) 0 (0%)
    P61DKH
14 (<0.1%) 12 (<0.1%)
    P61E2I
1 (<0.1%) 1 (<0.1%)
    P61MSW
3 (<0.1%) 2 (<0.1%)
    P61Q3Q
24 (<0.1%) 33 (<0.1%)
    P61QZY
15 (<0.1%) 6 (<0.1%)
    P61T4I
76 (0.2%) 83 (0.2%)
    P61WOF
4 (<0.1%) 11 (<0.1%)
    P620CK
6 (<0.1%) 8 (<0.1%)
    P621E3
26 (<0.1%) 28 (<0.1%)
    P623IX
4 (<0.1%) 6 (<0.1%)
    P623U2
30 (<0.1%) 29 (<0.1%)
    P627AV
5 (<0.1%) 3 (<0.1%)
    P627BF
6 (<0.1%) 10 (<0.1%)
    P62A9I
2 (<0.1%) 1 (<0.1%)
    P62BU2
3 (<0.1%) 0 (0%)
    P62F1I
20 (<0.1%) 21 (<0.1%)
    P62GDL
3 (<0.1%) 0 (0%)
    P62KET
0 (0%) 1 (<0.1%)
    P62MAD
1 (<0.1%) 2 (<0.1%)
    P62QB0
0 (0%) 1 (<0.1%)
    P62QKS
5 (<0.1%) 6 (<0.1%)
    P62SP8
3 (<0.1%) 1 (<0.1%)
    P6302I
7 (<0.1%) 5 (<0.1%)
    P637EJ
2 (<0.1%) 1 (<0.1%)
    P637GX
0 (0%) 7 (<0.1%)
    P63AD6
2 (<0.1%) 2 (<0.1%)
    P63C6Q
1 (<0.1%) 0 (0%)
    P63D17
1 (<0.1%) 2 (<0.1%)
    P63DVB
1 (<0.1%) 0 (0%)
    P63NDV
1 (<0.1%) 1 (<0.1%)
    P6471C
4 (<0.1%) 3 (<0.1%)
    P64AGV
9 (<0.1%) 12 (<0.1%)
    P64DO0
5 (<0.1%) 1 (<0.1%)
    P64JK6
15 (<0.1%) 15 (<0.1%)
    P64JOR
18 (<0.1%) 17 (<0.1%)
    P64N0R
0 (0%) 1 (<0.1%)
    P64TGC
301 (0.8%) 350 (1.0%)
    P64TOH
1 (<0.1%) 3 (<0.1%)
    P64WBY
0 (0%) 1 (<0.1%)
    P6567Z
1 (<0.1%) 3 (<0.1%)
    P65A09
2 (<0.1%) 9 (<0.1%)
    P65DYX
16 (<0.1%) 23 (<0.1%)
    P65EZQ
1 (<0.1%) 0 (0%)
    P65F6E
4 (<0.1%) 5 (<0.1%)
    P65JM3
5 (<0.1%) 2 (<0.1%)
    P65JPL
7 (<0.1%) 14 (<0.1%)
    P65MY4
48 (0.1%) 64 (0.2%)
    P65PI3
2 (<0.1%) 1 (<0.1%)
    P65QXE
277 (0.7%) 170 (0.5%)
    P65QYQ
14 (<0.1%) 6 (<0.1%)
    P65T9Y
6 (<0.1%) 1 (<0.1%)
    P65TBW
20 (<0.1%) 13 (<0.1%)
    P65Z9R
0 (0%) 1 (<0.1%)
    P667SU
0 (0%) 2 (<0.1%)
    P6683B
1 (<0.1%) 1 (<0.1%)
    P668I7
4 (<0.1%) 4 (<0.1%)
    P669XJ
0 (0%) 2 (<0.1%)
    P66A56
32 (<0.1%) 45 (0.1%)
    P66B44
3 (<0.1%) 0 (0%)
    P66BP7
1 (<0.1%) 5 (<0.1%)
    P66EW1
2 (<0.1%) 4 (<0.1%)
    P66KML
1 (<0.1%) 1 (<0.1%)
    P66L9Y
26 (<0.1%) 31 (<0.1%)
    P66V73
51 (0.1%) 35 (<0.1%)
    P66WYT
0 (0%) 1 (<0.1%)
    P66YKY
1 (<0.1%) 0 (0%)
    P66Z0B
0 (0%) 1 (<0.1%)
    P66Z67
22 (<0.1%) 45 (0.1%)
    P6708D
3 (<0.1%) 2 (<0.1%)
    P67EOO
3 (<0.1%) 0 (0%)
    P67LX9
1 (<0.1%) 1 (<0.1%)
    P67MYQ
64 (0.2%) 77 (0.2%)
    P67Z6C
2 (<0.1%) 5 (<0.1%)
    P687TX
11 (<0.1%) 6 (<0.1%)
    P68CTU
2 (<0.1%) 0 (0%)
    P68D40
15 (<0.1%) 15 (<0.1%)
    P68FY2
4 (<0.1%) 3 (<0.1%)
    P68ILJ
11 (<0.1%) 4 (<0.1%)
    P68P0H
15 (<0.1%) 11 (<0.1%)
    P68R95
0 (0%) 1 (<0.1%)
    P68RKH
12 (<0.1%) 8 (<0.1%)
    P68SLM
9 (<0.1%) 15 (<0.1%)
    P68U3G
1 (<0.1%) 0 (0%)
    P68URZ
69 (0.2%) 51 (0.1%)
    P6957U
10 (<0.1%) 17 (<0.1%)
    P695KR
50 (0.1%) 49 (0.1%)
    P69PHE
41 (0.1%) 29 (<0.1%)
    P69QHD
0 (0%) 1 (<0.1%)
    P69TDI
16 (<0.1%) 10 (<0.1%)
    P69YNE
0 (0%) 3 (<0.1%)
    P69Z3M
4 (<0.1%) 4 (<0.1%)
    P701ZR
1 (<0.1%) 1 (<0.1%)
    P702BL
0 (0%) 1 (<0.1%)
    P7039O
4 (<0.1%) 2 (<0.1%)
    P70BN5
1 (<0.1%) 1 (<0.1%)
    P70DSJ
2 (<0.1%) 1 (<0.1%)
    P70J2N
9 (<0.1%) 7 (<0.1%)
    P70L1E
12 (<0.1%) 13 (<0.1%)
    P70N8P
258 (0.7%) 310 (0.9%)
    P70Q2R
0 (0%) 1 (<0.1%)
    P70SRC
3 (<0.1%) 0 (0%)
    P70X0N
1 (<0.1%) 0 (0%)
    P710NF
9 (<0.1%) 9 (<0.1%)
    P715UP
17 (<0.1%) 13 (<0.1%)
    P717ET
1 (<0.1%) 0 (0%)
    P719B3
7 (<0.1%) 3 (<0.1%)
    P71BJI
6 (<0.1%) 3 (<0.1%)
    P71MTZ
2 (<0.1%) 2 (<0.1%)
    P71PO0
1 (<0.1%) 0 (0%)
    P71V82
1 (<0.1%) 0 (0%)
    P721A8
2 (<0.1%) 3 (<0.1%)
    P723L9
9 (<0.1%) 6 (<0.1%)
    P726SX
1 (<0.1%) 0 (0%)
    P7280F
10 (<0.1%) 5 (<0.1%)
    P72931
0 (0%) 2 (<0.1%)
    P72AER
1 (<0.1%) 7 (<0.1%)
    P72AWD
2 (<0.1%) 0 (0%)
    P72AYZ
143 (0.4%) 135 (0.4%)
    P72CB6
1 (<0.1%) 0 (0%)
    P72E97
0 (0%) 1 (<0.1%)
    P72G4H
79 (0.2%) 61 (0.2%)
    P72G4L
62 (0.2%) 38 (0.1%)
    P72INF
13 (<0.1%) 20 (<0.1%)
    P72IOG
2 (<0.1%) 0 (0%)
    P72QGB
8 (<0.1%) 4 (<0.1%)
    P72T7U
3 (<0.1%) 6 (<0.1%)
    P72TSX
3 (<0.1%) 0 (0%)
    P72TX3
0 (0%) 1 (<0.1%)
    P72X7W
3 (<0.1%) 4 (<0.1%)
    P72ZOU
1 (<0.1%) 0 (0%)
    P73352
31 (<0.1%) 22 (<0.1%)
    P733ES
39 (0.1%) 44 (0.1%)
    P73995
5 (<0.1%) 2 (<0.1%)
    P73B8X
9 (<0.1%) 16 (<0.1%)
    P73CE6
5 (<0.1%) 1 (<0.1%)
    P73EGF
4 (<0.1%) 3 (<0.1%)
    P73EVU
11 (<0.1%) 14 (<0.1%)
    P73GUC
0 (0%) 1 (<0.1%)
    P73PF1
9 (<0.1%) 3 (<0.1%)
    P73RXE
116 (0.3%) 87 (0.2%)
    P73XID
1 (<0.1%) 3 (<0.1%)
    P73Y1N
22 (<0.1%) 19 (<0.1%)
    P748G6
2 (<0.1%) 4 (<0.1%)
    P74FB8
62 (0.2%) 70 (0.2%)
    P74FFH
187 (0.5%) 241 (0.7%)
    P74M1Q
1 (<0.1%) 0 (0%)
    P74NSW
0 (0%) 1 (<0.1%)
    P74QAJ
51 (0.1%) 53 (0.2%)
    P752EN
2 (<0.1%) 0 (0%)
    P7554I
868 (2.3%) 726 (2.1%)
    P756LT
23 (<0.1%) 14 (<0.1%)
    P75BG6
76 (0.2%) 77 (0.2%)
    P75CA6
1 (<0.1%) 0 (0%)
    P75JMU
1 (<0.1%) 1 (<0.1%)
    P75OBC
1 (<0.1%) 1 (<0.1%)
    P75OL3
7 (<0.1%) 2 (<0.1%)
    P75R2I
4 (<0.1%) 1 (<0.1%)
    P75S70
52 (0.1%) 47 (0.1%)
    P75X31
24 (<0.1%) 20 (<0.1%)
    P75ZH4
32 (<0.1%) 33 (<0.1%)
    P7634K
2 (<0.1%) 2 (<0.1%)
    P7634X
13 (<0.1%) 15 (<0.1%)
    P769P2
5 (<0.1%) 20 (<0.1%)
    P76BRY
2 (<0.1%) 2 (<0.1%)
    P76GBI
1 (<0.1%) 1 (<0.1%)
    P76K54
192 (0.5%) 254 (0.7%)
    P76O5C
1 (<0.1%) 8 (<0.1%)
    P76O9M
28 (<0.1%) 30 (<0.1%)
    P76OWC
3 (<0.1%) 6 (<0.1%)
    P76VMW
3 (<0.1%) 3 (<0.1%)
    P771AZ
4 (<0.1%) 2 (<0.1%)
    P779L2
28 (<0.1%) 45 (0.1%)
    P77BSD
331 (0.9%) 337 (1.0%)
    P77EAL
14 (<0.1%) 7 (<0.1%)
    P77KA9
7 (<0.1%) 4 (<0.1%)
    P77MCJ
0 (0%) 1 (<0.1%)
    P77SO2
126 (0.3%) 90 (0.3%)
    P77TVG
160 (0.4%) 136 (0.4%)
    P77YFC
31 (<0.1%) 28 (<0.1%)
    P77YNM
4 (<0.1%) 6 (<0.1%)
    P7802Q
10 (<0.1%) 9 (<0.1%)
    P780JP
21 (<0.1%) 17 (<0.1%)
    P783DV
24 (<0.1%) 26 (<0.1%)
    P786Y5
196 (0.5%) 349 (1.0%)
    P78DDL
1 (<0.1%) 0 (0%)
    P78HFS
4 (<0.1%) 11 (<0.1%)
    P78O9E
9 (<0.1%) 4 (<0.1%)
    P78TNY
14 (<0.1%) 14 (<0.1%)
    P78YVS
9 (<0.1%) 6 (<0.1%)
    P795C8
18 (<0.1%) 37 (0.1%)
    P796NT
14 (<0.1%) 14 (<0.1%)
    P799MX
1 (<0.1%) 0 (0%)
    P79IP0
6 (<0.1%) 3 (<0.1%)
    P79NFY
1 (<0.1%) 0 (0%)
    P79NJ4
1 (<0.1%) 0 (0%)
    P79P3X
3 (<0.1%) 7 (<0.1%)
    P79SJ2
172 (0.5%) 173 (0.5%)
    P801HG
16 (<0.1%) 23 (<0.1%)
    P80515
278 (0.7%) 212 (0.6%)
    P807KV
3 (<0.1%) 2 (<0.1%)
    P80AMS
8 (<0.1%) 13 (<0.1%)
    P80B9C
1 (<0.1%) 0 (0%)
    P80BMZ
1 (<0.1%) 0 (0%)
    P80BWZ
4 (<0.1%) 5 (<0.1%)
    P80DT1
6 (<0.1%) 10 (<0.1%)
    P80GYA
103 (0.3%) 61 (0.2%)
    P80J5H
11 (<0.1%) 14 (<0.1%)
    P80J89
7 (<0.1%) 5 (<0.1%)
    P80JBA
9 (<0.1%) 31 (<0.1%)
    P80LEI
51 (0.1%) 42 (0.1%)
    P80QIV
40 (0.1%) 51 (0.1%)
    P80W62
2 (<0.1%) 0 (0%)
    P80WM4
8 (<0.1%) 7 (<0.1%)
    P81183
4 (<0.1%) 2 (<0.1%)
    P812AZ
1 (<0.1%) 2 (<0.1%)
    P812D7
3 (<0.1%) 1 (<0.1%)
    P8144L
1 (<0.1%) 2 (<0.1%)
    P816G0
28 (<0.1%) 21 (<0.1%)
    P818OH
3 (<0.1%) 5 (<0.1%)
    P819DU
3 (<0.1%) 0 (0%)
    P81FAA
1 (<0.1%) 0 (0%)
    P81KFM
7 (<0.1%) 6 (<0.1%)
    P81KIZ
84 (0.2%) 67 (0.2%)
    P821UA
1 (<0.1%) 1 (<0.1%)
    P822ME
23 (<0.1%) 24 (<0.1%)
    P825SO
67 (0.2%) 43 (0.1%)
    P8292X
3 (<0.1%) 0 (0%)
    P82B0E
76 (0.2%) 70 (0.2%)
    P82QXY
1 (<0.1%) 4 (<0.1%)
    P82RKD
4 (<0.1%) 4 (<0.1%)
    P832UK
0 (0%) 1 (<0.1%)
    P8390K
138 (0.4%) 188 (0.5%)
    P83A4L
5 (<0.1%) 0 (0%)
    P83D2L
7 (<0.1%) 2 (<0.1%)
    P83JFH
18 (<0.1%) 10 (<0.1%)
    P83K3D
1 (<0.1%) 0 (0%)
    P83ML7
36 (<0.1%) 32 (<0.1%)
    P83N3C
5 (<0.1%) 3 (<0.1%)
    P83PRO
7 (<0.1%) 0 (0%)
    P843YV
46 (0.1%) 55 (0.2%)
    P846RV
0 (0%) 1 (<0.1%)
    P84B1V
11 (<0.1%) 11 (<0.1%)
    P84FK1
2 (<0.1%) 2 (<0.1%)
    P84FZX
5 (<0.1%) 8 (<0.1%)
    P84GOD
1 (<0.1%) 3 (<0.1%)
    P84H8L
1 (<0.1%) 0 (0%)
    P84KZN
7 (<0.1%) 3 (<0.1%)
    P84P3G
0 (0%) 2 (<0.1%)
    P84V08
28 (<0.1%) 39 (0.1%)
    P84XJK
1 (<0.1%) 0 (0%)
    P850NR
3 (<0.1%) 3 (<0.1%)
    P850UN
1 (<0.1%) 0 (0%)
    P85335
1 (<0.1%) 1 (<0.1%)
    P857XC
12 (<0.1%) 14 (<0.1%)
    P85A6V
0 (0%) 3 (<0.1%)
    P85BWS
12 (<0.1%) 7 (<0.1%)
    P85CYB
0 (0%) 1 (<0.1%)
    P85DBF
8 (<0.1%) 5 (<0.1%)
    P85Q3X
56 (0.1%) 62 (0.2%)
    P85VL2
2 (<0.1%) 0 (0%)
    P85Y0M
4 (<0.1%) 2 (<0.1%)
    P861CT
1 (<0.1%) 0 (0%)
    P865H3
5 (<0.1%) 0 (0%)
    P865YS
1 (<0.1%) 2 (<0.1%)
    P86EKM
0 (0%) 1 (<0.1%)
    P86FCY
44 (0.1%) 69 (0.2%)
    P86HFS
0 (0%) 1 (<0.1%)
    P86K95
0 (0%) 1 (<0.1%)
    P86PTJ
23 (<0.1%) 23 (<0.1%)
    P86Q5B
0 (0%) 1 (<0.1%)
    P86UF1
2 (<0.1%) 3 (<0.1%)
    P872K3
47 (0.1%) 35 (<0.1%)
    P874EL
1 (<0.1%) 3 (<0.1%)
    P874LG
47 (0.1%) 61 (0.2%)
    P877JD
57 (0.1%) 49 (0.1%)
    P8785Z
16 (<0.1%) 29 (<0.1%)
    P878IH
2 (<0.1%) 1 (<0.1%)
    P878WT
32 (<0.1%) 18 (<0.1%)
    P87H55
1 (<0.1%) 0 (0%)
    P87LBF
4 (<0.1%) 2 (<0.1%)
    P87Q2C
1 (<0.1%) 0 (0%)
    P87SDH
13 (<0.1%) 9 (<0.1%)
    P87V0U
0 (0%) 1 (<0.1%)
    P884HX
1 (<0.1%) 0 (0%)
    P886Y0
117 (0.3%) 116 (0.3%)
    P88A32
43 (0.1%) 77 (0.2%)
    P88ETZ
21 (<0.1%) 6 (<0.1%)
    P88F8W
1 (<0.1%) 0 (0%)
    P88G2F
25 (<0.1%) 26 (<0.1%)
    P88HKX
24 (<0.1%) 17 (<0.1%)
    P88K82
1 (<0.1%) 0 (0%)
    P88KYP
2 (<0.1%) 1 (<0.1%)
    P88RL5
4 (<0.1%) 2 (<0.1%)
    P88US1
30 (<0.1%) 27 (<0.1%)
    P88ZRQ
0 (0%) 3 (<0.1%)
    P8965D
16 (<0.1%) 26 (<0.1%)
    P8987S
11 (<0.1%) 6 (<0.1%)
    P898NM
689 (1.8%) 291 (0.8%)
    P89D1Z
7 (<0.1%) 2 (<0.1%)
    P89OYR
23 (<0.1%) 42 (0.1%)
    P89T1L
12 (<0.1%) 8 (<0.1%)
    P89ZCW
147 (0.4%) 160 (0.5%)
    P908QI
4 (<0.1%) 1 (<0.1%)
    P90DLW
0 (0%) 4 (<0.1%)
    P90GEZ
3 (<0.1%) 2 (<0.1%)
    P90GOS
36 (<0.1%) 43 (0.1%)
    P90LIK
11 (<0.1%) 10 (<0.1%)
    P90LOA
48 (0.1%) 46 (0.1%)
    P90MKL
0 (0%) 1 (<0.1%)
    P90OKM
0 (0%) 1 (<0.1%)
    P90ORT
1 (<0.1%) 2 (<0.1%)
    P910B3
5 (<0.1%) 4 (<0.1%)
    P910ML
2 (<0.1%) 4 (<0.1%)
    P917AP
1 (<0.1%) 0 (0%)
    P917XB
4 (<0.1%) 4 (<0.1%)
    P91LM4
7 (<0.1%) 11 (<0.1%)
    P91M1Q
4 (<0.1%) 8 (<0.1%)
    P91OTF
14 (<0.1%) 4 (<0.1%)
    P91P83
2 (<0.1%) 2 (<0.1%)
    P91RC2
71 (0.2%) 64 (0.2%)
    P91WJJ
1 (<0.1%) 1 (<0.1%)
    P91XLW
6 (<0.1%) 3 (<0.1%)
    P91Y9G
30 (<0.1%) 10 (<0.1%)
    P921SV
1 (<0.1%) 0 (0%)
    P922ZQ
2 (<0.1%) 0 (0%)
    P92604
85 (0.2%) 88 (0.3%)
    P9297R
1 (<0.1%) 0 (0%)
    P92BT1
8 (<0.1%) 9 (<0.1%)
    P92C7S
2 (<0.1%) 2 (<0.1%)
    P92EE0
2 (<0.1%) 2 (<0.1%)
    P92EYC
0 (0%) 1 (<0.1%)
    P92EYW
1 (<0.1%) 0 (0%)
    P92R6O
3 (<0.1%) 0 (0%)
    P92RQO
14 (<0.1%) 18 (<0.1%)
    P92SZV
5 (<0.1%) 1 (<0.1%)
    P92UO4
3 (<0.1%) 3 (<0.1%)
    P92XRD
5 (<0.1%) 3 (<0.1%)
    P92YAP
1 (<0.1%) 0 (0%)
    P93E1Z
91 (0.2%) 53 (0.2%)
    P93FN2
0 (0%) 1 (<0.1%)
    P93MI7
152 (0.4%) 166 (0.5%)
    P93OSG
2 (<0.1%) 0 (0%)
    P93S7U
4 (<0.1%) 0 (0%)
    P93T71
1 (<0.1%) 0 (0%)
    P93TQB
1 (<0.1%) 1 (<0.1%)
    P93YR2
7 (<0.1%) 7 (<0.1%)
    P9401N
0 (0%) 1 (<0.1%)
    P9477P
0 (0%) 1 (<0.1%)
    P94CCF
5 (<0.1%) 17 (<0.1%)
    P94D9F
1 (<0.1%) 3 (<0.1%)
    P94EGH
1 (<0.1%) 1 (<0.1%)
    P94KFI
0 (0%) 1 (<0.1%)
    P94RT6
71 (0.2%) 110 (0.3%)
    P94V16
95 (0.2%) 70 (0.2%)
    P94VKO
0 (0%) 1 (<0.1%)
    P950KZ
9 (<0.1%) 41 (0.1%)
    P953HP
7 (<0.1%) 1 (<0.1%)
    P95IJV
3 (<0.1%) 0 (0%)
    P95IZG
41 (0.1%) 56 (0.2%)
    P95MKG
1 (<0.1%) 2 (<0.1%)
    P95N5L
4 (<0.1%) 2 (<0.1%)
    P95O5D
0 (0%) 1 (<0.1%)
    P95P90
46 (0.1%) 28 (<0.1%)
    P95PIA
48 (0.1%) 53 (0.2%)
    P95PXO
4 (<0.1%) 5 (<0.1%)
    P95QHH
14 (<0.1%) 28 (<0.1%)
    P95RER
3 (<0.1%) 4 (<0.1%)
    P95RSG
10 (<0.1%) 7 (<0.1%)
    P95YPR
1 (<0.1%) 0 (0%)
    P961O3
134 (0.4%) 119 (0.3%)
    P9660N
54 (0.1%) 46 (0.1%)
    P96B1M
10 (<0.1%) 19 (<0.1%)
    P96FGV
74 (0.2%) 74 (0.2%)
    P96GX9
2 (<0.1%) 4 (<0.1%)
    P96K8O
16 (<0.1%) 24 (<0.1%)
    P96L35
81 (0.2%) 60 (0.2%)
    P96WOX
1 (<0.1%) 3 (<0.1%)
    P96X5Z
3 (<0.1%) 0 (0%)
    P96Y5O
64 (0.2%) 124 (0.4%)
    P970N6
8 (<0.1%) 1 (<0.1%)
    P9716K
1 (<0.1%) 2 (<0.1%)
    P973FN
2 (<0.1%) 1 (<0.1%)
    P977OI
1 (<0.1%) 0 (0%)
    P978ET
3 (<0.1%) 4 (<0.1%)
    P97DOS
28 (<0.1%) 39 (0.1%)
    P97URU
1 (<0.1%) 0 (0%)
    P980B9
10 (<0.1%) 5 (<0.1%)
    P982U8
2 (<0.1%) 1 (<0.1%)
    P985V9
2 (<0.1%) 3 (<0.1%)
    P987JJ
5 (<0.1%) 0 (0%)
    P98918
59 (0.2%) 57 (0.2%)
    P98CU6
0 (0%) 2 (<0.1%)
    P98DSP
2 (<0.1%) 0 (0%)
    P98DW0
23 (<0.1%) 18 (<0.1%)
    P98KCF
4 (<0.1%) 3 (<0.1%)
    P98SIH
4 (<0.1%) 9 (<0.1%)
    P98SXT
67 (0.2%) 58 (0.2%)
    P98TAU
79 (0.2%) 131 (0.4%)
    P98V35
1 (<0.1%) 2 (<0.1%)
    P98WPW
2 (<0.1%) 2 (<0.1%)
    P99698
349 (0.9%) 441 (1.3%)
    P997HU
12 (<0.1%) 7 (<0.1%)
    P99BGS
228 (0.6%) 179 (0.5%)
    P99C83
6 (<0.1%) 3 (<0.1%)
    P99L6U
39 (0.1%) 28 (<0.1%)
    P99LA7
122 (0.3%) 135 (0.4%)
    P99Q4G
3 (<0.1%) 2 (<0.1%)
    P99Q5O
1 (<0.1%) 0 (0%)
    P99Q9I
4 (<0.1%) 1 (<0.1%)
    P99U21
56 (0.1%) 33 (<0.1%)
    P99YFT
170 (0.4%) 159 (0.5%)
    P99YTS
0 (0%) 1 (<0.1%)
admission_location 73,181

    EMERGENCY ROOM
19,602 (52%) 16,279 (46%)
    PHYSICIAN REFERRAL
8,986 (24%) 7,412 (21%)
    TRANSFER FROM HOSPITAL
6,839 (18%) 8,959 (26%)
    Other
2,623 (6.9%) 2,481 (7.1%)
discharge_location 72,544

    CHRONIC/LONG TERM ACUTE CARE
1,281 (3.4%) 4,015 (11%)
    DIED
3,298 (8.8%) 5,006 (14%)
    HOME
12,192 (33%) 5,255 (15%)
    HOME HEALTH CARE
10,347 (28%) 7,762 (22%)
    REHAB
1,938 (5.2%) 4,000 (11%)
    SKILLED NURSING FACILITY
6,239 (17%) 7,158 (20%)
    Other
2,183 (5.8%) 1,870 (5.3%)
insurance 73,181

    Medicaid
3,060 (8.0%) 2,468 (7.0%)
    Medicare
16,489 (43%) 16,602 (47%)
    Other
18,501 (49%) 16,061 (46%)
language 73,181

    ?
3,692 (9.7%) 3,751 (11%)
    ENGLISH
34,358 (90%) 31,380 (89%)
marital_status 68,068

    DIVORCED
2,843 (8.0%) 2,561 (7.9%)
    MARRIED
16,984 (48%) 15,784 (49%)
    SINGLE
11,175 (31%) 9,683 (30%)
    WIDOWED
4,699 (13%) 4,339 (13%)
race 73,181

    ASIAN
1,148 (3.0%) 1,007 (2.9%)
    BLACK
4,311 (11%) 3,649 (10%)
    HISPANIC
1,492 (3.9%) 1,249 (3.6%)
    Other
5,160 (14%) 5,596 (16%)
    WHITE
25,939 (68%) 23,630 (67%)
edregtime 48,283

    Range
2110-01-14 01:36:00 to 2210-11-18 16:12:00 2110-01-11 21:42:00 to 2211-11-08 18:57:00
edouttime 48,283

    Range
2110-01-14 07:22:00 to 2210-11-18 23:28:00 2110-01-12 00:54:00 to 2211-11-09 03:33:00
hospital_expire_flag 73,181 3,357 (8.8%) 4,972 (14%)
gender 73,181

    F
17,014 (45%) 15,349 (44%)
    M
21,036 (55%) 19,782 (56%)
anchor_age 73,181

    Median (IQR)
64 (52, 76) 66 (54, 76)
anchor_year 73,181

    Median (IQR)
2,152 (2,132, 2,172) 2,152 (2,132, 2,172)
anchor_year_group 73,181

    2008 - 2010
14,369 (38%) 12,341 (35%)
    2011 - 2013
9,198 (24%) 8,017 (23%)
    2014 - 2016
8,131 (21%) 7,858 (22%)
    2017 - 2019
6,352 (17%) 6,915 (20%)
dod 28,274

    Range
2110-02-08 to 2210-12-04 2110-01-25 to 2211-01-17
creatinine 55,463

    ___
246 (0.9%) 493 (1.9%)
    0.0
1 (<0.1%) 3 (<0.1%)
    0.1
2 (<0.1%) 11 (<0.1%)
    0.2
46 (0.2%) 74 (0.3%)
    0.3
201 (0.7%) 334 (1.3%)
    0.4
758 (2.6%) 1,014 (3.8%)
    0.5
1,897 (6.6%) 2,002 (7.5%)
    0.6
3,282 (11%) 2,884 (11%)
    0.7
3,896 (14%) 3,011 (11%)
    0.8
3,865 (13%) 2,750 (10%)
    0.9
3,379 (12%) 2,417 (9.1%)
    1.0
2,450 (8.5%) 1,837 (6.9%)
    1.1
1,693 (5.9%) 1,522 (5.7%)
    1.2
1,227 (4.3%) 1,149 (4.3%)
    1.3
903 (3.1%) 862 (3.2%)
    1.4
624 (2.2%) 656 (2.5%)
    1.5
519 (1.8%) 576 (2.2%)
    1.6
382 (1.3%) 444 (1.7%)
    1.7
329 (1.1%) 380 (1.4%)
    1.8
269 (0.9%) 332 (1.2%)
    1.9
238 (0.8%) 306 (1.1%)
    10.0
2 (<0.1%) 3 (<0.1%)
    10.1
1 (<0.1%) 2 (<0.1%)
    10.2
4 (<0.1%) 3 (<0.1%)
    10.3
1 (<0.1%) 1 (<0.1%)
    10.4
0 (0%) 4 (<0.1%)
    10.5
1 (<0.1%) 2 (<0.1%)
    10.6
0 (0%) 2 (<0.1%)
    10.7
1 (<0.1%) 1 (<0.1%)
    10.8
2 (<0.1%) 1 (<0.1%)
    10.9
0 (0%) 2 (<0.1%)
    11.0
1 (<0.1%) 0 (0%)
    11.1
1 (<0.1%) 0 (0%)
    11.2
0 (0%) 2 (<0.1%)
    11.3
1 (<0.1%) 3 (<0.1%)
    11.4
1 (<0.1%) 3 (<0.1%)
    11.5
1 (<0.1%) 4 (<0.1%)
    11.6
3 (<0.1%) 2 (<0.1%)
    11.7
2 (<0.1%) 1 (<0.1%)
    11.8
2 (<0.1%) 1 (<0.1%)
    11.9
3 (<0.1%) 0 (0%)
    12.0
1 (<0.1%) 0 (0%)
    12.1
2 (<0.1%) 0 (0%)
    12.2
2 (<0.1%) 1 (<0.1%)
    12.4
1 (<0.1%) 0 (0%)
    12.5
3 (<0.1%) 0 (0%)
    12.6
0 (0%) 1 (<0.1%)
    12.7
2 (<0.1%) 0 (0%)
    12.8
1 (<0.1%) 0 (0%)
    12.9
1 (<0.1%) 0 (0%)
    13.1
0 (0%) 3 (<0.1%)
    13.2
0 (0%) 2 (<0.1%)
    13.5
0 (0%) 1 (<0.1%)
    13.6
1 (<0.1%) 0 (0%)
    13.9
1 (<0.1%) 0 (0%)
    14.1
2 (<0.1%) 0 (0%)
    14.2
1 (<0.1%) 0 (0%)
    14.5
1 (<0.1%) 2 (<0.1%)
    14.6
1 (<0.1%) 0 (0%)
    14.7
1 (<0.1%) 0 (0%)
    16.8
1 (<0.1%) 1 (<0.1%)
    16.9
1 (<0.1%) 0 (0%)
    17.5
1 (<0.1%) 0 (0%)
    17.9
1 (<0.1%) 0 (0%)
    2.0
184 (0.6%) 262 (1.0%)
    2.1
191 (0.7%) 195 (0.7%)
    2.2
161 (0.6%) 202 (0.8%)
    2.3
164 (0.6%) 164 (0.6%)
    2.4
119 (0.4%) 143 (0.5%)
    2.5
91 (0.3%) 131 (0.5%)
    2.6
95 (0.3%) 128 (0.5%)
    2.7
89 (0.3%) 116 (0.4%)
    2.8
75 (0.3%) 119 (0.4%)
    2.9
87 (0.3%) 124 (0.5%)
    20.0
1 (<0.1%) 0 (0%)
    3.0
69 (0.2%) 100 (0.4%)
    3.1
65 (0.2%) 80 (0.3%)
    3.2
47 (0.2%) 109 (0.4%)
    3.3
63 (0.2%) 81 (0.3%)
    3.4
61 (0.2%) 90 (0.3%)
    3.5
50 (0.2%) 77 (0.3%)
    3.6
57 (0.2%) 77 (0.3%)
    3.7
43 (0.1%) 62 (0.2%)
    3.8
39 (0.1%) 56 (0.2%)
    3.9
48 (0.2%) 73 (0.3%)
    4.0
51 (0.2%) 47 (0.2%)
    4.1
41 (0.1%) 49 (0.2%)
    4.2
32 (0.1%) 49 (0.2%)
    4.3
30 (0.1%) 47 (0.2%)
    4.4
25 (<0.1%) 54 (0.2%)
    4.5
24 (<0.1%) 59 (0.2%)
    4.6
31 (0.1%) 48 (0.2%)
    4.7
28 (<0.1%) 47 (0.2%)
    4.8
25 (<0.1%) 42 (0.2%)
    4.9
27 (<0.1%) 41 (0.2%)
    5.0
25 (<0.1%) 35 (0.1%)
    5.1
25 (<0.1%) 33 (0.1%)
    5.2
27 (<0.1%) 31 (0.1%)
    5.3
19 (<0.1%) 32 (0.1%)
    5.4
21 (<0.1%) 27 (0.1%)
    5.5
34 (0.1%) 34 (0.1%)
    5.6
21 (<0.1%) 18 (<0.1%)
    5.7
15 (<0.1%) 23 (<0.1%)
    5.8
13 (<0.1%) 28 (0.1%)
    5.9
14 (<0.1%) 26 (<0.1%)
    6.0
14 (<0.1%) 16 (<0.1%)
    6.1
15 (<0.1%) 27 (0.1%)
    6.2
7 (<0.1%) 17 (<0.1%)
    6.3
8 (<0.1%) 10 (<0.1%)
    6.4
12 (<0.1%) 12 (<0.1%)
    6.5
11 (<0.1%) 24 (<0.1%)
    6.6
15 (<0.1%) 14 (<0.1%)
    6.7
14 (<0.1%) 15 (<0.1%)
    6.8
8 (<0.1%) 7 (<0.1%)
    6.9
11 (<0.1%) 7 (<0.1%)
    7.0
7 (<0.1%) 18 (<0.1%)
    7.1
9 (<0.1%) 18 (<0.1%)
    7.2
12 (<0.1%) 13 (<0.1%)
    7.3
8 (<0.1%) 9 (<0.1%)
    7.4
11 (<0.1%) 8 (<0.1%)
    7.5
5 (<0.1%) 13 (<0.1%)
    7.6
4 (<0.1%) 5 (<0.1%)
    7.7
6 (<0.1%) 7 (<0.1%)
    7.8
9 (<0.1%) 8 (<0.1%)
    7.9
5 (<0.1%) 14 (<0.1%)
    8.0
5 (<0.1%) 9 (<0.1%)
    8.1
3 (<0.1%) 4 (<0.1%)
    8.2
6 (<0.1%) 3 (<0.1%)
    8.3
2 (<0.1%) 2 (<0.1%)
    8.4
8 (<0.1%) 6 (<0.1%)
    8.5
3 (<0.1%) 5 (<0.1%)
    8.6
4 (<0.1%) 3 (<0.1%)
    8.7
5 (<0.1%) 6 (<0.1%)
    8.8
4 (<0.1%) 7 (<0.1%)
    8.9
4 (<0.1%) 6 (<0.1%)
    9.0
7 (<0.1%) 3 (<0.1%)
    9.1
5 (<0.1%) 3 (<0.1%)
    9.2
3 (<0.1%) 3 (<0.1%)
    9.3
3 (<0.1%) 5 (<0.1%)
    9.4
1 (<0.1%) 2 (<0.1%)
    9.5
1 (<0.1%) 8 (<0.1%)
    9.6
4 (<0.1%) 2 (<0.1%)
    9.7
3 (<0.1%) 4 (<0.1%)
    9.8
2 (<0.1%) 1 (<0.1%)
    9.9
3 (<0.1%) 2 (<0.1%)
potassium 55,466

    ___
3,448 (12%) 3,725 (14%)
    3.0
115 (0.4%) 88 (0.3%)
    3.1
165 (0.6%) 153 (0.6%)
    3.2
256 (0.9%) 243 (0.9%)
    3.3
465 (1.6%) 397 (1.5%)
    3.4
706 (2.4%) 669 (2.5%)
    3.5
1,018 (3.5%) 853 (3.2%)
    3.6
1,279 (4.4%) 1,142 (4.3%)
    3.7
1,689 (5.9%) 1,437 (5.4%)
    3.8
1,955 (6.8%) 1,653 (6.2%)
    3.9
2,302 (8.0%) 1,853 (7.0%)
    4.0
2,316 (8.0%) 1,986 (7.5%)
    4.1
2,284 (7.9%) 2,043 (7.7%)
    4.2
2,284 (7.9%) 1,834 (6.9%)
    4.3
1,928 (6.7%) 1,622 (6.1%)
    4.4
1,553 (5.4%) 1,400 (5.3%)
    4.5
1,263 (4.4%) 1,243 (4.7%)
    4.6
948 (3.3%) 949 (3.6%)
    4.7
722 (2.5%) 807 (3.0%)
    4.8
573 (2.0%) 645 (2.4%)
    4.9
427 (1.5%) 522 (2.0%)
    4.96
1 (<0.1%) 0 (0%)
    5.0
330 (1.1%) 338 (1.3%)
    5.1
212 (0.7%) 278 (1.0%)
    5.2
150 (0.5%) 177 (0.7%)
    5.3
125 (0.4%) 171 (0.6%)
    5.4
91 (0.3%) 122 (0.5%)
    5.5
63 (0.2%) 90 (0.3%)
    5.6
58 (0.2%) 60 (0.2%)
    5.7
43 (0.1%) 45 (0.2%)
    5.8
50 (0.2%) 42 (0.2%)
    5.9
24 (<0.1%) 36 (0.1%)
sodium 55,462

    ___
4,670 (16%) 5,273 (20%)
    125
40 (0.1%) 51 (0.2%)
    126
46 (0.2%) 55 (0.2%)
    127
52 (0.2%) 80 (0.3%)
    128
86 (0.3%) 102 (0.4%)
    129
150 (0.5%) 155 (0.6%)
    130
226 (0.8%) 229 (0.9%)
    131
299 (1.0%) 357 (1.3%)
    132
434 (1.5%) 507 (1.9%)
    133
656 (2.3%) 766 (2.9%)
    134
1,027 (3.6%) 1,037 (3.9%)
    135
1,468 (5.1%) 1,380 (5.2%)
    136
1,838 (6.4%) 1,674 (6.3%)
    137
2,481 (8.6%) 2,041 (7.7%)
    138
2,845 (9.9%) 2,366 (8.9%)
    139
2,858 (9.9%) 2,249 (8.4%)
    140
2,653 (9.2%) 2,099 (7.9%)
    141
2,364 (8.2%) 1,680 (6.3%)
    142
1,687 (5.8%) 1,360 (5.1%)
    143
1,167 (4.0%) 1,033 (3.9%)
    144
763 (2.6%) 682 (2.6%)
    145
446 (1.5%) 476 (1.8%)
    146
219 (0.8%) 334 (1.3%)
    147
150 (0.5%) 236 (0.9%)
    148
102 (0.4%) 178 (0.7%)
    149
63 (0.2%) 115 (0.4%)
    150
48 (0.2%) 109 (0.4%)
chloride 55,457

    ___
213 (0.7%) 337 (1.3%)
    100
1,966 (6.8%) 1,926 (7.2%)
    101
2,382 (8.3%) 2,152 (8.1%)
    102
2,557 (8.9%) 2,080 (7.8%)
    103
2,450 (8.5%) 2,114 (7.9%)
    104
2,477 (8.6%) 1,900 (7.1%)
    105
2,250 (7.8%) 1,694 (6.4%)
    106
1,774 (6.2%) 1,358 (5.1%)
    107
1,464 (5.1%) 1,089 (4.1%)
    108
1,154 (4.0%) 761 (2.9%)
    109
820 (2.8%) 625 (2.3%)
    110
549 (1.9%) 469 (1.8%)
    111
404 (1.4%) 339 (1.3%)
    112
283 (1.0%) 274 (1.0%)
    113
206 (0.7%) 238 (0.9%)
    114
142 (0.5%) 180 (0.7%)
    115
107 (0.4%) 122 (0.5%)
    116
87 (0.3%) 98 (0.4%)
    117
65 (0.2%) 89 (0.3%)
    118
51 (0.2%) 60 (0.2%)
    119
32 (0.1%) 54 (0.2%)
    120
26 (<0.1%) 49 (0.2%)
    80
5 (<0.1%) 6 (<0.1%)
    81
8 (<0.1%) 6 (<0.1%)
    82
9 (<0.1%) 14 (<0.1%)
    83
19 (<0.1%) 15 (<0.1%)
    84
17 (<0.1%) 27 (0.1%)
    85
24 (<0.1%) 38 (0.1%)
    86
26 (<0.1%) 58 (0.2%)
    87
44 (0.2%) 78 (0.3%)
    88
66 (0.2%) 104 (0.4%)
    89
77 (0.3%) 112 (0.4%)
    90
134 (0.5%) 184 (0.7%)
    91
197 (0.7%) 231 (0.9%)
    92
256 (0.9%) 351 (1.3%)
    93
319 (1.1%) 474 (1.8%)
    94
435 (1.5%) 622 (2.3%)
    95
600 (2.1%) 772 (2.9%)
    96
874 (3.0%) 1,027 (3.9%)
    97
1,142 (4.0%) 1,291 (4.8%)
    98
1,394 (4.8%) 1,487 (5.6%)
    99
1,731 (6.0%) 1,716 (6.4%)
bicarbonate 55,433

    ___
868 (3.0%) 892 (3.4%)
    15
174 (0.6%) 164 (0.6%)
    16
203 (0.7%) 248 (0.9%)
    17
278 (1.0%) 329 (1.2%)
    18
326 (1.1%) 361 (1.4%)
    19
460 (1.6%) 507 (1.9%)
    19.7
1 (<0.1%) 0 (0%)
    20
687 (2.4%) 671 (2.5%)
    21
1,018 (3.5%) 923 (3.5%)
    22
1,517 (5.3%) 1,273 (4.8%)
    23
2,075 (7.2%) 1,806 (6.8%)
    24
2,766 (9.6%) 2,189 (8.2%)
    25
3,131 (11%) 2,570 (9.7%)
    26
3,181 (11%) 2,615 (9.8%)
    27
2,985 (10%) 2,620 (9.8%)
    28
2,726 (9.5%) 2,375 (8.9%)
    29
2,096 (7.3%) 1,908 (7.2%)
    30
1,510 (5.2%) 1,501 (5.6%)
    31
971 (3.4%) 1,049 (3.9%)
    32
661 (2.3%) 752 (2.8%)
    33
420 (1.5%) 547 (2.1%)
    34
245 (0.9%) 413 (1.6%)
    35
182 (0.6%) 257 (1.0%)
    36
127 (0.4%) 224 (0.8%)
    37
64 (0.2%) 155 (0.6%)
    38
59 (0.2%) 109 (0.4%)
    39
59 (0.2%) 82 (0.3%)
    40
31 (0.1%) 72 (0.3%)
hematocrit 55,416

    ___
125 (0.4%) 112 (0.4%)
    10.1
2 (<0.1%) 0 (0%)
    11.8
1 (<0.1%) 0 (0%)
    12.7
1 (<0.1%) 0 (0%)
    13.9
1 (<0.1%) 0 (0%)
    14.0
1 (<0.1%) 0 (0%)
    15.0
0 (0%) 1 (<0.1%)
    15.1
1 (<0.1%) 0 (0%)
    15.6
1 (<0.1%) 2 (<0.1%)
    15.8
0 (0%) 1 (<0.1%)
    16.0
0 (0%) 1 (<0.1%)
    16.1
0 (0%) 1 (<0.1%)
    16.2
0 (0%) 1 (<0.1%)
    16.4
1 (<0.1%) 1 (<0.1%)
    16.5
2 (<0.1%) 2 (<0.1%)
    16.6
1 (<0.1%) 3 (<0.1%)
    16.7
0 (0%) 5 (<0.1%)
    16.8
1 (<0.1%) 0 (0%)
    17.0
1 (<0.1%) 1 (<0.1%)
    17.1
1 (<0.1%) 3 (<0.1%)
    17.2
1 (<0.1%) 0 (0%)
    17.3
2 (<0.1%) 0 (0%)
    17.4
3 (<0.1%) 3 (<0.1%)
    17.5
1 (<0.1%) 1 (<0.1%)
    17.6
2 (<0.1%) 6 (<0.1%)
    17.7
3 (<0.1%) 1 (<0.1%)
    17.8
1 (<0.1%) 3 (<0.1%)
    17.9
0 (0%) 3 (<0.1%)
    18.0
1 (<0.1%) 3 (<0.1%)
    18.1
2 (<0.1%) 2 (<0.1%)
    18.2
1 (<0.1%) 3 (<0.1%)
    18.3
3 (<0.1%) 1 (<0.1%)
    18.4
7 (<0.1%) 2 (<0.1%)
    18.5
2 (<0.1%) 3 (<0.1%)
    18.6
1 (<0.1%) 5 (<0.1%)
    18.7
1 (<0.1%) 3 (<0.1%)
    18.8
5 (<0.1%) 3 (<0.1%)
    18.9
4 (<0.1%) 5 (<0.1%)
    19.0
2 (<0.1%) 4 (<0.1%)
    19.1
2 (<0.1%) 5 (<0.1%)
    19.2
2 (<0.1%) 6 (<0.1%)
    19.3
9 (<0.1%) 4 (<0.1%)
    19.4
5 (<0.1%) 10 (<0.1%)
    19.5
5 (<0.1%) 6 (<0.1%)
    19.6
4 (<0.1%) 12 (<0.1%)
    19.7
3 (<0.1%) 13 (<0.1%)
    19.8
3 (<0.1%) 10 (<0.1%)
    19.9
4 (<0.1%) 8 (<0.1%)
    20.0
6 (<0.1%) 11 (<0.1%)
    20.1
11 (<0.1%) 18 (<0.1%)
    20.2
5 (<0.1%) 15 (<0.1%)
    20.3
6 (<0.1%) 14 (<0.1%)
    20.4
8 (<0.1%) 9 (<0.1%)
    20.5
7 (<0.1%) 12 (<0.1%)
    20.6
5 (<0.1%) 8 (<0.1%)
    20.7
9 (<0.1%) 11 (<0.1%)
    20.8
7 (<0.1%) 18 (<0.1%)
    20.9
8 (<0.1%) 20 (<0.1%)
    21.0
17 (<0.1%) 18 (<0.1%)
    21.1
14 (<0.1%) 31 (0.1%)
    21.2
14 (<0.1%) 36 (0.1%)
    21.3
17 (<0.1%) 14 (<0.1%)
    21.4
13 (<0.1%) 26 (<0.1%)
    21.5
24 (<0.1%) 33 (0.1%)
    21.6
23 (<0.1%) 14 (<0.1%)
    21.7
25 (<0.1%) 28 (0.1%)
    21.8
25 (<0.1%) 32 (0.1%)
    21.9
24 (<0.1%) 46 (0.2%)
    22.0
23 (<0.1%) 45 (0.2%)
    22.1
30 (0.1%) 49 (0.2%)
    22.2
35 (0.1%) 54 (0.2%)
    22.3
36 (0.1%) 45 (0.2%)
    22.4
36 (0.1%) 62 (0.2%)
    22.5
24 (<0.1%) 56 (0.2%)
    22.6
40 (0.1%) 64 (0.2%)
    22.7
36 (0.1%) 62 (0.2%)
    22.8
28 (<0.1%) 67 (0.3%)
    22.9
43 (0.1%) 61 (0.2%)
    23.0
42 (0.1%) 79 (0.3%)
    23.1
49 (0.2%) 79 (0.3%)
    23.2
54 (0.2%) 88 (0.3%)
    23.3
51 (0.2%) 87 (0.3%)
    23.4
59 (0.2%) 112 (0.4%)
    23.5
70 (0.2%) 81 (0.3%)
    23.6
46 (0.2%) 102 (0.4%)
    23.7
70 (0.2%) 95 (0.4%)
    23.8
54 (0.2%) 120 (0.5%)
    23.9
77 (0.3%) 121 (0.5%)
    24.0
89 (0.3%) 104 (0.4%)
    24.1
97 (0.3%) 125 (0.5%)
    24.2
89 (0.3%) 136 (0.5%)
    24.3
103 (0.4%) 126 (0.5%)
    24.4
104 (0.4%) 127 (0.5%)
    24.5
97 (0.3%) 135 (0.5%)
    24.6
111 (0.4%) 128 (0.5%)
    24.7
116 (0.4%) 139 (0.5%)
    24.8
122 (0.4%) 175 (0.7%)
    24.9
113 (0.4%) 178 (0.7%)
    25.0
126 (0.4%) 156 (0.6%)
    25.1
140 (0.5%) 179 (0.7%)
    25.2
134 (0.5%) 148 (0.6%)
    25.3
141 (0.5%) 152 (0.6%)
    25.4
142 (0.5%) 165 (0.6%)
    25.5
146 (0.5%) 176 (0.7%)
    25.6
131 (0.5%) 179 (0.7%)
    25.7
126 (0.4%) 177 (0.7%)
    25.8
168 (0.6%) 222 (0.8%)
    25.9
126 (0.4%) 183 (0.7%)
    26.0
138 (0.5%) 183 (0.7%)
    26.1
165 (0.6%) 184 (0.7%)
    26.2
163 (0.6%) 191 (0.7%)
    26.3
175 (0.6%) 200 (0.8%)
    26.4
156 (0.5%) 196 (0.7%)
    26.5
167 (0.6%) 194 (0.7%)
    26.6
171 (0.6%) 230 (0.9%)
    26.7
171 (0.6%) 207 (0.8%)
    26.8
183 (0.6%) 222 (0.8%)
    26.9
172 (0.6%) 194 (0.7%)
    27.0
186 (0.6%) 191 (0.7%)
    27.1
161 (0.6%) 217 (0.8%)
    27.2
176 (0.6%) 205 (0.8%)
    27.3
175 (0.6%) 209 (0.8%)
    27.4
182 (0.6%) 204 (0.8%)
    27.5
170 (0.6%) 179 (0.7%)
    27.6
172 (0.6%) 195 (0.7%)
    27.7
182 (0.6%) 238 (0.9%)
    27.8
199 (0.7%) 237 (0.9%)
    27.9
213 (0.7%) 221 (0.8%)
    28.0
179 (0.6%) 207 (0.8%)
    28.1
226 (0.8%) 205 (0.8%)
    28.2
184 (0.6%) 198 (0.7%)
    28.3
179 (0.6%) 193 (0.7%)
    28.4
192 (0.7%) 252 (0.9%)
    28.5
185 (0.6%) 198 (0.7%)
    28.6
210 (0.7%) 222 (0.8%)
    28.7
198 (0.7%) 232 (0.9%)
    28.8
190 (0.7%) 190 (0.7%)
    28.9
171 (0.6%) 216 (0.8%)
    29.0
186 (0.6%) 204 (0.8%)
    29.1
195 (0.7%) 197 (0.7%)
    29.2
186 (0.6%) 174 (0.7%)
    29.3
165 (0.6%) 191 (0.7%)
    29.4
186 (0.6%) 200 (0.8%)
    29.5
198 (0.7%) 216 (0.8%)
    29.6
184 (0.6%) 181 (0.7%)
    29.7
187 (0.6%) 195 (0.7%)
    29.8
202 (0.7%) 197 (0.7%)
    29.9
202 (0.7%) 205 (0.8%)
    30.0
205 (0.7%) 228 (0.9%)
    30.1
178 (0.6%) 168 (0.6%)
    30.2
196 (0.7%) 194 (0.7%)
    30.3
176 (0.6%) 203 (0.8%)
    30.4
189 (0.7%) 191 (0.7%)
    30.5
191 (0.7%) 229 (0.9%)
    30.6
206 (0.7%) 201 (0.8%)
    30.7
216 (0.7%) 170 (0.6%)
    30.8
193 (0.7%) 208 (0.8%)
    30.9
196 (0.7%) 187 (0.7%)
    31.0
193 (0.7%) 184 (0.7%)
    31.1
203 (0.7%) 183 (0.7%)
    31.2
165 (0.6%) 190 (0.7%)
    31.3
187 (0.6%) 173 (0.7%)
    31.4
207 (0.7%) 185 (0.7%)
    31.5
186 (0.6%) 160 (0.6%)
    31.6
165 (0.6%) 176 (0.7%)
    31.7
181 (0.6%) 174 (0.7%)
    31.8
177 (0.6%) 180 (0.7%)
    31.9
188 (0.7%) 156 (0.6%)
    32.0
197 (0.7%) 185 (0.7%)
    32.1
174 (0.6%) 169 (0.6%)
    32.2
199 (0.7%) 176 (0.7%)
    32.3
158 (0.5%) 131 (0.5%)
    32.4
177 (0.6%) 151 (0.6%)
    32.5
200 (0.7%) 135 (0.5%)
    32.6
165 (0.6%) 138 (0.5%)
    32.7
187 (0.6%) 148 (0.6%)
    32.8
176 (0.6%) 139 (0.5%)
    32.9
165 (0.6%) 130 (0.5%)
    33.0
184 (0.6%) 145 (0.5%)
    33.1
154 (0.5%) 148 (0.6%)
    33.2
170 (0.6%) 144 (0.5%)
    33.3
155 (0.5%) 144 (0.5%)
    33.4
160 (0.6%) 133 (0.5%)
    33.5
148 (0.5%) 119 (0.4%)
    33.6
165 (0.6%) 128 (0.5%)
    33.7
185 (0.6%) 127 (0.5%)
    33.8
148 (0.5%) 147 (0.6%)
    33.9
174 (0.6%) 125 (0.5%)
    34.0
178 (0.6%) 122 (0.5%)
    34.1
141 (0.5%) 106 (0.4%)
    34.2
176 (0.6%) 121 (0.5%)
    34.3
141 (0.5%) 109 (0.4%)
    34.4
152 (0.5%) 127 (0.5%)
    34.5
170 (0.6%) 104 (0.4%)
    34.6
167 (0.6%) 115 (0.4%)
    34.7
142 (0.5%) 117 (0.4%)
    34.8
146 (0.5%) 120 (0.5%)
    34.9
166 (0.6%) 105 (0.4%)
    35.0
137 (0.5%) 116 (0.4%)
    35.1
138 (0.5%) 117 (0.4%)
    35.2
161 (0.6%) 97 (0.4%)
    35.3
151 (0.5%) 103 (0.4%)
    35.4
140 (0.5%) 101 (0.4%)
    35.5
141 (0.5%) 102 (0.4%)
    35.6
136 (0.5%) 89 (0.3%)
    35.7
126 (0.4%) 92 (0.3%)
    35.8
139 (0.5%) 83 (0.3%)
    35.9
145 (0.5%) 101 (0.4%)
    36.0
125 (0.4%) 102 (0.4%)
    36.1
140 (0.5%) 85 (0.3%)
    36.2
144 (0.5%) 70 (0.3%)
    36.3
129 (0.4%) 89 (0.3%)
    36.4
141 (0.5%) 75 (0.3%)
    36.5
117 (0.4%) 89 (0.3%)
    36.6
139 (0.5%) 78 (0.3%)
    36.7
169 (0.6%) 103 (0.4%)
    36.8
135 (0.5%) 88 (0.3%)
    36.9
125 (0.4%) 71 (0.3%)
    37.0
119 (0.4%) 72 (0.3%)
    37.1
133 (0.5%) 86 (0.3%)
    37.2
124 (0.4%) 72 (0.3%)
    37.3
126 (0.4%) 96 (0.4%)
    37.4
119 (0.4%) 72 (0.3%)
    37.5
114 (0.4%) 75 (0.3%)
    37.6
84 (0.3%) 74 (0.3%)
    37.7
140 (0.5%) 81 (0.3%)
    37.8
110 (0.4%) 59 (0.2%)
    37.9
99 (0.3%) 64 (0.2%)
    38.0
114 (0.4%) 69 (0.3%)
    38.1
115 (0.4%) 49 (0.2%)
    38.2
127 (0.4%) 63 (0.2%)
    38.3
124 (0.4%) 44 (0.2%)
    38.4
100 (0.3%) 60 (0.2%)
    38.5
109 (0.4%) 54 (0.2%)
    38.6
112 (0.4%) 58 (0.2%)
    38.7
120 (0.4%) 60 (0.2%)
    38.8
95 (0.3%) 52 (0.2%)
    38.9
77 (0.3%) 62 (0.2%)
    39.0
125 (0.4%) 67 (0.3%)
    39.1
93 (0.3%) 40 (0.2%)
    39.2
95 (0.3%) 46 (0.2%)
    39.3
91 (0.3%) 49 (0.2%)
    39.4
82 (0.3%) 55 (0.2%)
    39.5
83 (0.3%) 48 (0.2%)
    39.6
90 (0.3%) 45 (0.2%)
    39.7
87 (0.3%) 47 (0.2%)
    39.8
76 (0.3%) 45 (0.2%)
    39.9
99 (0.3%) 52 (0.2%)
    40.0
85 (0.3%) 56 (0.2%)
    40.1
88 (0.3%) 52 (0.2%)
    40.2
64 (0.2%) 39 (0.1%)
    40.3
84 (0.3%) 48 (0.2%)
    40.4
71 (0.2%) 38 (0.1%)
    40.5
84 (0.3%) 47 (0.2%)
    40.6
79 (0.3%) 32 (0.1%)
    40.7
90 (0.3%) 35 (0.1%)
    40.8
59 (0.2%) 38 (0.1%)
    40.9
60 (0.2%) 42 (0.2%)
    41.0
64 (0.2%) 36 (0.1%)
    41.1
67 (0.2%) 36 (0.1%)
    41.2
52 (0.2%) 40 (0.2%)
    41.3
55 (0.2%) 35 (0.1%)
    41.4
50 (0.2%) 46 (0.2%)
    41.5
57 (0.2%) 31 (0.1%)
    41.6
67 (0.2%) 32 (0.1%)
    41.7
46 (0.2%) 31 (0.1%)
    41.8
58 (0.2%) 40 (0.2%)
    41.9
48 (0.2%) 27 (0.1%)
    42.0
55 (0.2%) 34 (0.1%)
    42.1
49 (0.2%) 29 (0.1%)
    42.2
52 (0.2%) 32 (0.1%)
    42.3
47 (0.2%) 20 (<0.1%)
    42.4
43 (0.1%) 31 (0.1%)
    42.5
45 (0.2%) 29 (0.1%)
    42.6
44 (0.2%) 31 (0.1%)
    42.7
47 (0.2%) 23 (<0.1%)
    42.8
35 (0.1%) 20 (<0.1%)
    42.9
38 (0.1%) 25 (<0.1%)
    43.0
50 (0.2%) 26 (<0.1%)
    43.1
31 (0.1%) 22 (<0.1%)
    43.2
45 (0.2%) 14 (<0.1%)
    43.3
49 (0.2%) 20 (<0.1%)
    43.4
26 (<0.1%) 16 (<0.1%)
    43.5
31 (0.1%) 19 (<0.1%)
    43.6
35 (0.1%) 19 (<0.1%)
    43.7
38 (0.1%) 18 (<0.1%)
    43.8
30 (0.1%) 24 (<0.1%)
    43.9
28 (<0.1%) 16 (<0.1%)
    44.0
29 (0.1%) 9 (<0.1%)
    44.1
25 (<0.1%) 14 (<0.1%)
    44.2
22 (<0.1%) 12 (<0.1%)
    44.3
23 (<0.1%) 20 (<0.1%)
    44.4
27 (<0.1%) 19 (<0.1%)
    44.5
26 (<0.1%) 13 (<0.1%)
    44.6
22 (<0.1%) 17 (<0.1%)
    44.7
14 (<0.1%) 10 (<0.1%)
    44.8
15 (<0.1%) 10 (<0.1%)
    44.9
24 (<0.1%) 11 (<0.1%)
    45.0
27 (<0.1%) 10 (<0.1%)
    45.1
28 (<0.1%) 15 (<0.1%)
    45.2
16 (<0.1%) 8 (<0.1%)
    45.3
19 (<0.1%) 9 (<0.1%)
    45.4
25 (<0.1%) 11 (<0.1%)
    45.5
15 (<0.1%) 14 (<0.1%)
    45.6
6 (<0.1%) 14 (<0.1%)
    45.7
17 (<0.1%) 5 (<0.1%)
    45.8
20 (<0.1%) 10 (<0.1%)
    45.9
20 (<0.1%) 8 (<0.1%)
    46.0
14 (<0.1%) 9 (<0.1%)
    46.1
10 (<0.1%) 3 (<0.1%)
    46.2
6 (<0.1%) 5 (<0.1%)
    46.3
15 (<0.1%) 6 (<0.1%)
    46.4
15 (<0.1%) 4 (<0.1%)
    46.5
18 (<0.1%) 5 (<0.1%)
    46.6
10 (<0.1%) 4 (<0.1%)
    46.7
11 (<0.1%) 5 (<0.1%)
    46.8
13 (<0.1%) 5 (<0.1%)
    46.9
6 (<0.1%) 2 (<0.1%)
    47.0
6 (<0.1%) 10 (<0.1%)
    47.1
6 (<0.1%) 6 (<0.1%)
    47.2
16 (<0.1%) 7 (<0.1%)
    47.3
4 (<0.1%) 5 (<0.1%)
    47.4
13 (<0.1%) 4 (<0.1%)
    47.5
1 (<0.1%) 1 (<0.1%)
    47.6
8 (<0.1%) 5 (<0.1%)
    47.7
6 (<0.1%) 7 (<0.1%)
    47.8
13 (<0.1%) 4 (<0.1%)
    47.9
4 (<0.1%) 6 (<0.1%)
    48.0
5 (<0.1%) 3 (<0.1%)
    48.1
5 (<0.1%) 5 (<0.1%)
    48.2
8 (<0.1%) 3 (<0.1%)
    48.3
5 (<0.1%) 3 (<0.1%)
    48.4
8 (<0.1%) 3 (<0.1%)
    48.5
3 (<0.1%) 3 (<0.1%)
    48.6
9 (<0.1%) 5 (<0.1%)
    48.7
4 (<0.1%) 1 (<0.1%)
    48.8
6 (<0.1%) 5 (<0.1%)
    48.9
9 (<0.1%) 6 (<0.1%)
    49.0
5 (<0.1%) 4 (<0.1%)
    49.1
5 (<0.1%) 3 (<0.1%)
    49.2
2 (<0.1%) 1 (<0.1%)
    49.3
6 (<0.1%) 3 (<0.1%)
    49.4
5 (<0.1%) 1 (<0.1%)
    49.5
5 (<0.1%) 3 (<0.1%)
    49.6
3 (<0.1%) 3 (<0.1%)
    49.7
4 (<0.1%) 4 (<0.1%)
    49.8
4 (<0.1%) 2 (<0.1%)
    49.9
1 (<0.1%) 1 (<0.1%)
    50.0
1 (<0.1%) 1 (<0.1%)
    50.1
1 (<0.1%) 0 (0%)
    50.2
6 (<0.1%) 4 (<0.1%)
    50.3
3 (<0.1%) 2 (<0.1%)
    50.4
2 (<0.1%) 3 (<0.1%)
    50.5
1 (<0.1%) 1 (<0.1%)
    50.6
1 (<0.1%) 3 (<0.1%)
    50.7
2 (<0.1%) 2 (<0.1%)
    50.8
4 (<0.1%) 1 (<0.1%)
    50.9
2 (<0.1%) 1 (<0.1%)
    51.0
3 (<0.1%) 2 (<0.1%)
    51.1
0 (0%) 2 (<0.1%)
    51.2
1 (<0.1%) 3 (<0.1%)
    51.3
3 (<0.1%) 0 (0%)
    51.4
2 (<0.1%) 1 (<0.1%)
    51.5
2 (<0.1%) 3 (<0.1%)
    51.7
2 (<0.1%) 0 (0%)
    51.8
2 (<0.1%) 0 (0%)
    51.9
1 (<0.1%) 1 (<0.1%)
    52.0
1 (<0.1%) 3 (<0.1%)
    52.1
1 (<0.1%) 0 (0%)
    52.2
1 (<0.1%) 1 (<0.1%)
    52.3
1 (<0.1%) 0 (0%)
    52.4
1 (<0.1%) 0 (0%)
    52.5
1 (<0.1%) 0 (0%)
    52.6
2 (<0.1%) 1 (<0.1%)
    52.7
1 (<0.1%) 1 (<0.1%)
    52.8
1 (<0.1%) 0 (0%)
    52.9
1 (<0.1%) 1 (<0.1%)
    53.0
1 (<0.1%) 1 (<0.1%)
    53.1
2 (<0.1%) 1 (<0.1%)
    53.2
0 (0%) 1 (<0.1%)
    53.4
1 (<0.1%) 0 (0%)
    53.5
1 (<0.1%) 0 (0%)
    53.8
1 (<0.1%) 0 (0%)
    53.9
1 (<0.1%) 0 (0%)
    54.0
0 (0%) 1 (<0.1%)
    54.1
1 (<0.1%) 1 (<0.1%)
    54.2
0 (0%) 1 (<0.1%)
    54.4
1 (<0.1%) 1 (<0.1%)
    54.5
1 (<0.1%) 0 (0%)
    54.6
0 (0%) 1 (<0.1%)
    54.7
3 (<0.1%) 0 (0%)
    54.8
1 (<0.1%) 0 (0%)
    55.1
0 (0%) 1 (<0.1%)
    55.2
0 (0%) 1 (<0.1%)
    55.3
4 (<0.1%) 0 (0%)
    56.3
1 (<0.1%) 0 (0%)
    56.5
1 (<0.1%) 0 (0%)
    56.6
0 (0%) 1 (<0.1%)
    57.1
0 (0%) 1 (<0.1%)
    57.2
1 (<0.1%) 0 (0%)
    57.9
2 (<0.1%) 1 (<0.1%)
    58.3
0 (0%) 2 (<0.1%)
    58.9
1 (<0.1%) 0 (0%)
    59.6
1 (<0.1%) 0 (0%)
    60.6
0 (0%) 1 (<0.1%)
    61.0
1 (<0.1%) 0 (0%)
    62.6
1 (<0.1%) 0 (0%)
    68.5
0 (0%) 1 (<0.1%)
    8.7
0 (0%) 1 (<0.1%)
white_blood_cell_count 55,394

    ___
534 (1.9%) 652 (2.5%)
    0.1
11 (<0.1%) 14 (<0.1%)
    0.2
10 (<0.1%) 9 (<0.1%)
    0.3
11 (<0.1%) 13 (<0.1%)
    0.4
7 (<0.1%) 7 (<0.1%)
    0.5
8 (<0.1%) 6 (<0.1%)
    0.6
4 (<0.1%) 13 (<0.1%)
    0.7
12 (<0.1%) 7 (<0.1%)
    0.8
5 (<0.1%) 6 (<0.1%)
    0.9
8 (<0.1%) 7 (<0.1%)
    1.0
3 (<0.1%) 9 (<0.1%)
    1.1
6 (<0.1%) 11 (<0.1%)
    1.2
10 (<0.1%) 5 (<0.1%)
    1.3
10 (<0.1%) 13 (<0.1%)
    1.4
9 (<0.1%) 5 (<0.1%)
    1.5
14 (<0.1%) 14 (<0.1%)
    1.6
10 (<0.1%) 8 (<0.1%)
    1.7
11 (<0.1%) 9 (<0.1%)
    1.8
13 (<0.1%) 14 (<0.1%)
    1.9
24 (<0.1%) 11 (<0.1%)
    10.0
252 (0.9%) 255 (1.0%)
    10.1
227 (0.8%) 218 (0.8%)
    10.2
263 (0.9%) 236 (0.9%)
    10.3
228 (0.8%) 223 (0.8%)
    10.4
238 (0.8%) 226 (0.8%)
    10.5
196 (0.7%) 231 (0.9%)
    10.6
220 (0.8%) 227 (0.9%)
    10.7
208 (0.7%) 230 (0.9%)
    10.8
198 (0.7%) 207 (0.8%)
    10.9
177 (0.6%) 236 (0.9%)
    101.0
1 (<0.1%) 0 (0%)
    102.2
1 (<0.1%) 0 (0%)
    11.0
187 (0.6%) 191 (0.7%)
    11.1
194 (0.7%) 201 (0.8%)
    11.2
172 (0.6%) 157 (0.6%)
    11.3
178 (0.6%) 179 (0.7%)
    11.35
1 (<0.1%) 0 (0%)
    11.4
159 (0.6%) 158 (0.6%)
    11.5
137 (0.5%) 163 (0.6%)
    11.6
159 (0.6%) 131 (0.5%)
    11.7
158 (0.5%) 148 (0.6%)
    11.8
146 (0.5%) 166 (0.6%)
    11.9
149 (0.5%) 172 (0.6%)
    111.1
0 (0%) 2 (<0.1%)
    114.1
1 (<0.1%) 0 (0%)
    12.0
130 (0.5%) 151 (0.6%)
    12.1
126 (0.4%) 140 (0.5%)
    12.2
136 (0.5%) 136 (0.5%)
    12.3
121 (0.4%) 138 (0.5%)
    12.4
111 (0.4%) 134 (0.5%)
    12.5
121 (0.4%) 130 (0.5%)
    12.6
108 (0.4%) 102 (0.4%)
    12.7
112 (0.4%) 103 (0.4%)
    12.8
108 (0.4%) 114 (0.4%)
    12.9
101 (0.4%) 121 (0.5%)
    123.0
1 (<0.1%) 0 (0%)
    124.7
1 (<0.1%) 0 (0%)
    126.2
1 (<0.1%) 0 (0%)
    127.3
0 (0%) 1 (<0.1%)
    13.0
86 (0.3%) 125 (0.5%)
    13.1
99 (0.3%) 94 (0.4%)
    13.2
105 (0.4%) 111 (0.4%)
    13.3
81 (0.3%) 102 (0.4%)
    13.4
85 (0.3%) 95 (0.4%)
    13.5
87 (0.3%) 80 (0.3%)
    13.6
83 (0.3%) 98 (0.4%)
    13.7
81 (0.3%) 102 (0.4%)
    13.8
69 (0.2%) 82 (0.3%)
    13.9
106 (0.4%) 90 (0.3%)
    130.4
0 (0%) 1 (<0.1%)
    136.4
0 (0%) 1 (<0.1%)
    139.0
0 (0%) 1 (<0.1%)
    14.0
72 (0.3%) 74 (0.3%)
    14.1
85 (0.3%) 68 (0.3%)
    14.2
82 (0.3%) 73 (0.3%)
    14.3
76 (0.3%) 85 (0.3%)
    14.4
57 (0.2%) 78 (0.3%)
    14.5
58 (0.2%) 68 (0.3%)
    14.6
60 (0.2%) 72 (0.3%)
    14.7
68 (0.2%) 59 (0.2%)
    14.8
71 (0.2%) 49 (0.2%)
    14.9
55 (0.2%) 63 (0.2%)
    146.4
1 (<0.1%) 0 (0%)
    15.0
46 (0.2%) 60 (0.2%)
    15.1
40 (0.1%) 64 (0.2%)
    15.2
49 (0.2%) 50 (0.2%)
    15.3
48 (0.2%) 61 (0.2%)
    15.4
48 (0.2%) 61 (0.2%)
    15.5
47 (0.2%) 60 (0.2%)
    15.6
47 (0.2%) 52 (0.2%)
    15.7
33 (0.1%) 46 (0.2%)
    15.8
51 (0.2%) 56 (0.2%)
    15.9
54 (0.2%) 51 (0.2%)
    152.6
2 (<0.1%) 0 (0%)
    154.2
0 (0%) 1 (<0.1%)
    157.1
0 (0%) 2 (<0.1%)
    157.9
0 (0%) 1 (<0.1%)
    16.0
33 (0.1%) 40 (0.2%)
    16.1
30 (0.1%) 37 (0.1%)
    16.2
41 (0.1%) 38 (0.1%)
    16.3
31 (0.1%) 48 (0.2%)
    16.4
28 (<0.1%) 45 (0.2%)
    16.5
40 (0.1%) 51 (0.2%)
    16.6
26 (<0.1%) 53 (0.2%)
    16.7
30 (0.1%) 44 (0.2%)
    16.8
23 (<0.1%) 39 (0.1%)
    16.9
36 (0.1%) 40 (0.2%)
    164.2
2 (<0.1%) 0 (0%)
    164.8
0 (0%) 1 (<0.1%)
    17.0
32 (0.1%) 47 (0.2%)
    17.1
23 (<0.1%) 31 (0.1%)
    17.2
22 (<0.1%) 40 (0.2%)
    17.3
17 (<0.1%) 32 (0.1%)
    17.4
33 (0.1%) 31 (0.1%)
    17.5
33 (0.1%) 35 (0.1%)
    17.6
22 (<0.1%) 40 (0.2%)
    17.7
24 (<0.1%) 33 (0.1%)
    17.8
25 (<0.1%) 39 (0.1%)
    17.9
20 (<0.1%) 24 (<0.1%)
    18.0
29 (0.1%) 32 (0.1%)
    18.1
15 (<0.1%) 32 (0.1%)
    18.2
26 (<0.1%) 25 (<0.1%)
    18.3
27 (<0.1%) 25 (<0.1%)
    18.4
16 (<0.1%) 24 (<0.1%)
    18.5
22 (<0.1%) 22 (<0.1%)
    18.6
17 (<0.1%) 24 (<0.1%)
    18.7
23 (<0.1%) 21 (<0.1%)
    18.8
24 (<0.1%) 22 (<0.1%)
    18.9
14 (<0.1%) 26 (<0.1%)
    19.0
17 (<0.1%) 17 (<0.1%)
    19.1
17 (<0.1%) 19 (<0.1%)
    19.2
17 (<0.1%) 20 (<0.1%)
    19.3
26 (<0.1%) 25 (<0.1%)
    19.4
21 (<0.1%) 23 (<0.1%)
    19.5
19 (<0.1%) 19 (<0.1%)
    19.6
13 (<0.1%) 19 (<0.1%)
    19.7
11 (<0.1%) 22 (<0.1%)
    19.8
18 (<0.1%) 17 (<0.1%)
    19.9
13 (<0.1%) 16 (<0.1%)
    198.9
1 (<0.1%) 0 (0%)
    199.7
1 (<0.1%) 0 (0%)
    2.0
22 (<0.1%) 14 (<0.1%)
    2.1
22 (<0.1%) 19 (<0.1%)
    2.2
25 (<0.1%) 16 (<0.1%)
    2.3
31 (0.1%) 30 (0.1%)
    2.4
32 (0.1%) 21 (<0.1%)
    2.5
40 (0.1%) 28 (0.1%)
    2.6
32 (0.1%) 25 (<0.1%)
    2.7
35 (0.1%) 22 (<0.1%)
    2.8
47 (0.2%) 33 (0.1%)
    2.9
46 (0.2%) 32 (0.1%)
    20.0
11 (<0.1%) 21 (<0.1%)
    20.1
18 (<0.1%) 16 (<0.1%)
    20.2
13 (<0.1%) 22 (<0.1%)
    20.3
18 (<0.1%) 17 (<0.1%)
    20.4
14 (<0.1%) 15 (<0.1%)
    20.5
9 (<0.1%) 12 (<0.1%)
    20.6
12 (<0.1%) 24 (<0.1%)
    20.7
14 (<0.1%) 23 (<0.1%)
    20.8
11 (<0.1%) 22 (<0.1%)
    20.9
14 (<0.1%) 17 (<0.1%)
    208.4
0 (0%) 1 (<0.1%)
    21.0
6 (<0.1%) 14 (<0.1%)
    21.1
17 (<0.1%) 21 (<0.1%)
    21.2
8 (<0.1%) 22 (<0.1%)
    21.3
15 (<0.1%) 6 (<0.1%)
    21.4
14 (<0.1%) 13 (<0.1%)
    21.5
16 (<0.1%) 15 (<0.1%)
    21.6
14 (<0.1%) 17 (<0.1%)
    21.7
6 (<0.1%) 11 (<0.1%)
    21.8
10 (<0.1%) 21 (<0.1%)
    21.9
11 (<0.1%) 12 (<0.1%)
    22.0
13 (<0.1%) 12 (<0.1%)
    22.1
12 (<0.1%) 8 (<0.1%)
    22.2
9 (<0.1%) 11 (<0.1%)
    22.3
7 (<0.1%) 16 (<0.1%)
    22.4
10 (<0.1%) 14 (<0.1%)
    22.5
12 (<0.1%) 12 (<0.1%)
    22.6
9 (<0.1%) 12 (<0.1%)
    22.7
8 (<0.1%) 14 (<0.1%)
    22.8
6 (<0.1%) 17 (<0.1%)
    22.9
12 (<0.1%) 6 (<0.1%)
    229.0
1 (<0.1%) 0 (0%)
    23.0
11 (<0.1%) 15 (<0.1%)
    23.1
10 (<0.1%) 11 (<0.1%)
    23.2
5 (<0.1%) 10 (<0.1%)
    23.3
10 (<0.1%) 12 (<0.1%)
    23.4
11 (<0.1%) 4 (<0.1%)
    23.5
4 (<0.1%) 19 (<0.1%)
    23.6
3 (<0.1%) 10 (<0.1%)
    23.7
12 (<0.1%) 15 (<0.1%)
    23.8
11 (<0.1%) 16 (<0.1%)
    23.9
6 (<0.1%) 8 (<0.1%)
    232.2
1 (<0.1%) 0 (0%)
    24.0
10 (<0.1%) 9 (<0.1%)
    24.1
4 (<0.1%) 7 (<0.1%)
    24.2
4 (<0.1%) 6 (<0.1%)
    24.3
7 (<0.1%) 6 (<0.1%)
    24.4
8 (<0.1%) 11 (<0.1%)
    24.5
13 (<0.1%) 5 (<0.1%)
    24.6
3 (<0.1%) 5 (<0.1%)
    24.7
6 (<0.1%) 7 (<0.1%)
    24.8
6 (<0.1%) 6 (<0.1%)
    24.9
7 (<0.1%) 10 (<0.1%)
    25.0
6 (<0.1%) 8 (<0.1%)
    25.1
8 (<0.1%) 9 (<0.1%)
    25.2
9 (<0.1%) 5 (<0.1%)
    25.3
5 (<0.1%) 7 (<0.1%)
    25.4
9 (<0.1%) 10 (<0.1%)
    25.5
8 (<0.1%) 12 (<0.1%)
    25.6
3 (<0.1%) 6 (<0.1%)
    25.7
3 (<0.1%) 7 (<0.1%)
    25.8
5 (<0.1%) 6 (<0.1%)
    25.9
6 (<0.1%) 11 (<0.1%)
    26.0
8 (<0.1%) 10 (<0.1%)
    26.1
2 (<0.1%) 6 (<0.1%)
    26.2
5 (<0.1%) 11 (<0.1%)
    26.3
7 (<0.1%) 7 (<0.1%)
    26.4
8 (<0.1%) 7 (<0.1%)
    26.5
2 (<0.1%) 2 (<0.1%)
    26.6
3 (<0.1%) 14 (<0.1%)
    26.7
5 (<0.1%) 5 (<0.1%)
    26.8
7 (<0.1%) 1 (<0.1%)
    26.9
1 (<0.1%) 2 (<0.1%)
    27.0
1 (<0.1%) 7 (<0.1%)
    27.1
2 (<0.1%) 1 (<0.1%)
    27.2
3 (<0.1%) 4 (<0.1%)
    27.3
3 (<0.1%) 1 (<0.1%)
    27.4
7 (<0.1%) 9 (<0.1%)
    27.5
7 (<0.1%) 5 (<0.1%)
    27.6
3 (<0.1%) 1 (<0.1%)
    27.7
6 (<0.1%) 4 (<0.1%)
    27.8
2 (<0.1%) 11 (<0.1%)
    27.9
2 (<0.1%) 7 (<0.1%)
    28.0
3 (<0.1%) 1 (<0.1%)
    28.1
2 (<0.1%) 11 (<0.1%)
    28.2
3 (<0.1%) 5 (<0.1%)
    28.3
8 (<0.1%) 3 (<0.1%)
    28.4
2 (<0.1%) 6 (<0.1%)
    28.5
5 (<0.1%) 6 (<0.1%)
    28.6
1 (<0.1%) 6 (<0.1%)
    28.7
3 (<0.1%) 3 (<0.1%)
    28.8
3 (<0.1%) 3 (<0.1%)
    28.9
1 (<0.1%) 2 (<0.1%)
    29.0
2 (<0.1%) 4 (<0.1%)
    29.1
5 (<0.1%) 4 (<0.1%)
    29.2
3 (<0.1%) 5 (<0.1%)
    29.3
4 (<0.1%) 1 (<0.1%)
    29.4
5 (<0.1%) 8 (<0.1%)
    29.5
2 (<0.1%) 6 (<0.1%)
    29.6
0 (0%) 3 (<0.1%)
    29.7
3 (<0.1%) 4 (<0.1%)
    29.8
6 (<0.1%) 5 (<0.1%)
    29.9
1 (<0.1%) 3 (<0.1%)
    3.0
48 (0.2%) 39 (0.1%)
    3.1
66 (0.2%) 40 (0.2%)
    3.2
79 (0.3%) 51 (0.2%)
    3.3
71 (0.2%) 43 (0.2%)
    3.4
80 (0.3%) 67 (0.3%)
    3.5
77 (0.3%) 61 (0.2%)
    3.6
85 (0.3%) 64 (0.2%)
    3.7
78 (0.3%) 48 (0.2%)
    3.8
111 (0.4%) 76 (0.3%)
    3.9
119 (0.4%) 74 (0.3%)
    30.0
2 (<0.1%) 8 (<0.1%)
    30.1
5 (<0.1%) 2 (<0.1%)
    30.2
3 (<0.1%) 7 (<0.1%)
    30.3
0 (0%) 2 (<0.1%)
    30.4
1 (<0.1%) 7 (<0.1%)
    30.5
2 (<0.1%) 5 (<0.1%)
    30.6
2 (<0.1%) 2 (<0.1%)
    30.7
5 (<0.1%) 2 (<0.1%)
    30.8
5 (<0.1%) 4 (<0.1%)
    30.9
1 (<0.1%) 1 (<0.1%)
    31.0
8 (<0.1%) 3 (<0.1%)
    31.1
0 (0%) 3 (<0.1%)
    31.2
2 (<0.1%) 1 (<0.1%)
    31.3
1 (<0.1%) 4 (<0.1%)
    31.4
3 (<0.1%) 5 (<0.1%)
    31.5
2 (<0.1%) 4 (<0.1%)
    31.6
1 (<0.1%) 3 (<0.1%)
    31.7
2 (<0.1%) 4 (<0.1%)
    31.8
4 (<0.1%) 3 (<0.1%)
    31.9
3 (<0.1%) 4 (<0.1%)
    32.0
0 (0%) 2 (<0.1%)
    32.1
1 (<0.1%) 3 (<0.1%)
    32.2
2 (<0.1%) 4 (<0.1%)
    32.3
3 (<0.1%) 2 (<0.1%)
    32.4
1 (<0.1%) 3 (<0.1%)
    32.5
2 (<0.1%) 4 (<0.1%)
    32.6
0 (0%) 1 (<0.1%)
    32.7
2 (<0.1%) 5 (<0.1%)
    32.8
1 (<0.1%) 2 (<0.1%)
    325.7
0 (0%) 1 (<0.1%)
    33.1
0 (0%) 3 (<0.1%)
    33.2
2 (<0.1%) 4 (<0.1%)
    33.3
2 (<0.1%) 3 (<0.1%)
    33.4
1 (<0.1%) 0 (0%)
    33.5
1 (<0.1%) 0 (0%)
    33.6
0 (0%) 1 (<0.1%)
    33.7
1 (<0.1%) 0 (0%)
    33.8
3 (<0.1%) 2 (<0.1%)
    33.9
1 (<0.1%) 6 (<0.1%)
    34.0
2 (<0.1%) 2 (<0.1%)
    34.1
4 (<0.1%) 4 (<0.1%)
    34.2
0 (0%) 1 (<0.1%)
    34.3
1 (<0.1%) 1 (<0.1%)
    34.4
3 (<0.1%) 4 (<0.1%)
    34.5
1 (<0.1%) 4 (<0.1%)
    34.6
3 (<0.1%) 4 (<0.1%)
    34.7
0 (0%) 4 (<0.1%)
    34.8
2 (<0.1%) 3 (<0.1%)
    34.9
1 (<0.1%) 2 (<0.1%)
    35.0
3 (<0.1%) 0 (0%)
    35.1
3 (<0.1%) 7 (<0.1%)
    35.2
1 (<0.1%) 3 (<0.1%)
    35.3
3 (<0.1%) 4 (<0.1%)
    35.4
1 (<0.1%) 1 (<0.1%)
    35.5
0 (0%) 1 (<0.1%)
    35.6
1 (<0.1%) 3 (<0.1%)
    35.7
0 (0%) 5 (<0.1%)
    35.8
4 (<0.1%) 1 (<0.1%)
    35.9
4 (<0.1%) 2 (<0.1%)
    36.0
1 (<0.1%) 3 (<0.1%)
    36.1
1 (<0.1%) 5 (<0.1%)
    36.2
4 (<0.1%) 4 (<0.1%)
    36.3
1 (<0.1%) 5 (<0.1%)
    36.4
2 (<0.1%) 1 (<0.1%)
    36.5
0 (0%) 2 (<0.1%)
    36.6
1 (<0.1%) 4 (<0.1%)
    36.7
1 (<0.1%) 2 (<0.1%)
    36.8
5 (<0.1%) 4 (<0.1%)
    36.9
0 (0%) 1 (<0.1%)
    37.0
0 (0%) 2 (<0.1%)
    37.1
0 (0%) 1 (<0.1%)
    37.2
0 (0%) 1 (<0.1%)
    37.3
2 (<0.1%) 1 (<0.1%)
    37.4
2 (<0.1%) 1 (<0.1%)
    37.5
0 (0%) 3 (<0.1%)
    37.6
4 (<0.1%) 2 (<0.1%)
    37.8
2 (<0.1%) 2 (<0.1%)
    37.9
1 (<0.1%) 2 (<0.1%)
    38.0
0 (0%) 2 (<0.1%)
    38.1
1 (<0.1%) 1 (<0.1%)
    38.2
1 (<0.1%) 1 (<0.1%)
    38.3
0 (0%) 1 (<0.1%)
    38.5
1 (<0.1%) 7 (<0.1%)
    38.6
1 (<0.1%) 2 (<0.1%)
    38.8
0 (0%) 2 (<0.1%)
    38.9
0 (0%) 2 (<0.1%)
    39.0
2 (<0.1%) 0 (0%)
    39.1
2 (<0.1%) 2 (<0.1%)
    39.2
1 (<0.1%) 0 (0%)
    39.3
1 (<0.1%) 2 (<0.1%)
    39.4
0 (0%) 5 (<0.1%)
    39.5
1 (<0.1%) 3 (<0.1%)
    39.6
1 (<0.1%) 1 (<0.1%)
    39.7
2 (<0.1%) 2 (<0.1%)
    39.8
1 (<0.1%) 1 (<0.1%)
    39.9
0 (0%) 3 (<0.1%)
    4.0
122 (0.4%) 103 (0.4%)
    4.1
136 (0.5%) 100 (0.4%)
    4.2
125 (0.4%) 104 (0.4%)
    4.3
161 (0.6%) 116 (0.4%)
    4.4
161 (0.6%) 140 (0.5%)
    4.5
169 (0.6%) 136 (0.5%)
    4.6
202 (0.7%) 145 (0.5%)
    4.7
193 (0.7%) 128 (0.5%)
    4.8
204 (0.7%) 142 (0.5%)
    4.9
207 (0.7%) 178 (0.7%)
    40.0
2 (<0.1%) 1 (<0.1%)
    40.1
0 (0%) 2 (<0.1%)
    40.2
1 (<0.1%) 1 (<0.1%)
    40.3
2 (<0.1%) 4 (<0.1%)
    40.4
1 (<0.1%) 0 (0%)
    40.5
0 (0%) 4 (<0.1%)
    40.6
1 (<0.1%) 5 (<0.1%)
    40.7
0 (0%) 2 (<0.1%)
    40.9
1 (<0.1%) 1 (<0.1%)
    41.0
1 (<0.1%) 0 (0%)
    41.1
1 (<0.1%) 3 (<0.1%)
    41.2
2 (<0.1%) 5 (<0.1%)
    41.3
3 (<0.1%) 2 (<0.1%)
    41.4
2 (<0.1%) 0 (0%)
    41.6
0 (0%) 1 (<0.1%)
    41.8
2 (<0.1%) 0 (0%)
    41.9
1 (<0.1%) 0 (0%)
    42.0
0 (0%) 1 (<0.1%)
    42.1
1 (<0.1%) 2 (<0.1%)
    42.2
2 (<0.1%) 3 (<0.1%)
    42.4
1 (<0.1%) 0 (0%)
    42.5
1 (<0.1%) 1 (<0.1%)
    42.6
0 (0%) 1 (<0.1%)
    42.7
1 (<0.1%) 3 (<0.1%)
    42.8
1 (<0.1%) 4 (<0.1%)
    42.9
1 (<0.1%) 1 (<0.1%)
    43.0
1 (<0.1%) 0 (0%)
    43.1
2 (<0.1%) 1 (<0.1%)
    43.4
2 (<0.1%) 6 (<0.1%)
    43.6
3 (<0.1%) 4 (<0.1%)
    43.8
0 (0%) 3 (<0.1%)
    43.9
0 (0%) 2 (<0.1%)
    44.1
1 (<0.1%) 1 (<0.1%)
    44.3
1 (<0.1%) 1 (<0.1%)
    44.4
0 (0%) 1 (<0.1%)
    44.5
1 (<0.1%) 4 (<0.1%)
    44.7
0 (0%) 2 (<0.1%)
    44.8
0 (0%) 1 (<0.1%)
    45.0
1 (<0.1%) 1 (<0.1%)
    45.3
0 (0%) 2 (<0.1%)
    45.4
1 (<0.1%) 0 (0%)
    45.6
2 (<0.1%) 0 (0%)
    45.7
0 (0%) 1 (<0.1%)
    45.8
1 (<0.1%) 3 (<0.1%)
    46.1
0 (0%) 3 (<0.1%)
    46.2
1 (<0.1%) 0 (0%)
    46.5
2 (<0.1%) 1 (<0.1%)
    47.1
0 (0%) 1 (<0.1%)
    47.2
0 (0%) 1 (<0.1%)
    47.3
0 (0%) 1 (<0.1%)
    47.6
2 (<0.1%) 0 (0%)
    47.7
0 (0%) 1 (<0.1%)
    47.8
1 (<0.1%) 0 (0%)
    48.1
3 (<0.1%) 1 (<0.1%)
    48.5
0 (0%) 1 (<0.1%)
    48.82
1 (<0.1%) 0 (0%)
    49.0
1 (<0.1%) 0 (0%)
    49.1
1 (<0.1%) 0 (0%)
    49.2
0 (0%) 1 (<0.1%)
    49.5
0 (0%) 1 (<0.1%)
    49.6
1 (<0.1%) 1 (<0.1%)
    49.7
1 (<0.1%) 0 (0%)
    5.0
239 (0.8%) 165 (0.6%)
    5.1
211 (0.7%) 157 (0.6%)
    5.2
220 (0.8%) 184 (0.7%)
    5.3
256 (0.9%) 198 (0.7%)
    5.4
267 (0.9%) 209 (0.8%)
    5.5
285 (1.0%) 232 (0.9%)
    5.6
269 (0.9%) 249 (0.9%)
    5.7
271 (0.9%) 231 (0.9%)
    5.8
302 (1.0%) 244 (0.9%)
    5.9
322 (1.1%) 227 (0.9%)
    50.0
1 (<0.1%) 0 (0%)
    50.1
0 (0%) 1 (<0.1%)
    50.2
1 (<0.1%) 2 (<0.1%)
    50.6
0 (0%) 2 (<0.1%)
    51.2
0 (0%) 1 (<0.1%)
    51.5
0 (0%) 1 (<0.1%)
    51.6
0 (0%) 1 (<0.1%)
    51.8
1 (<0.1%) 0 (0%)
    52.1
0 (0%) 2 (<0.1%)
    52.4
2 (<0.1%) 0 (0%)
    52.6
1 (<0.1%) 0 (0%)
    52.8
0 (0%) 3 (<0.1%)
    53.1
0 (0%) 1 (<0.1%)
    53.6
0 (0%) 1 (<0.1%)
    53.7
1 (<0.1%) 0 (0%)
    53.9
0 (0%) 1 (<0.1%)
    54.0
1 (<0.1%) 0 (0%)
    54.1
0 (0%) 1 (<0.1%)
    54.3
1 (<0.1%) 1 (<0.1%)
    54.8
1 (<0.1%) 3 (<0.1%)
    54.9
1 (<0.1%) 1 (<0.1%)
    55.0
1 (<0.1%) 1 (<0.1%)
    55.1
1 (<0.1%) 0 (0%)
    55.3
1 (<0.1%) 4 (<0.1%)
    55.7
1 (<0.1%) 0 (0%)
    55.8
1 (<0.1%) 0 (0%)
    55.9
0 (0%) 1 (<0.1%)
    56.7
1 (<0.1%) 1 (<0.1%)
    57.0
2 (<0.1%) 0 (0%)
    57.1
0 (0%) 1 (<0.1%)
    57.5
1 (<0.1%) 2 (<0.1%)
    57.6
2 (<0.1%) 3 (<0.1%)
    58.1
0 (0%) 1 (<0.1%)
    58.5
0 (0%) 1 (<0.1%)
    58.7
2 (<0.1%) 0 (0%)
    58.8
3 (<0.1%) 0 (0%)
    59.6
1 (<0.1%) 1 (<0.1%)
    6.0
305 (1.1%) 242 (0.9%)
    6.1
331 (1.1%) 278 (1.0%)
    6.2
354 (1.2%) 250 (0.9%)
    6.3
373 (1.3%) 266 (1.0%)
    6.4
368 (1.3%) 248 (0.9%)
    6.5
329 (1.1%) 260 (1.0%)
    6.6
402 (1.4%) 293 (1.1%)
    6.7
390 (1.4%) 290 (1.1%)
    6.76
1 (<0.1%) 0 (0%)
    6.8
379 (1.3%) 284 (1.1%)
    6.9
351 (1.2%) 286 (1.1%)
    60.3
0 (0%) 1 (<0.1%)
    60.5
0 (0%) 1 (<0.1%)
    60.7
1 (<0.1%) 0 (0%)
    60.8
0 (0%) 1 (<0.1%)
    61.7
0 (0%) 1 (<0.1%)
    61.9
0 (0%) 2 (<0.1%)
    62.8
0 (0%) 1 (<0.1%)
    62.9
1 (<0.1%) 0 (0%)
    63.3
1 (<0.1%) 1 (<0.1%)
    64.2
0 (0%) 1 (<0.1%)
    64.6
0 (0%) 1 (<0.1%)
    64.7
0 (0%) 1 (<0.1%)
    64.9
1 (<0.1%) 0 (0%)
    65.8
2 (<0.1%) 1 (<0.1%)
    65.9
0 (0%) 1 (<0.1%)
    66.2
1 (<0.1%) 2 (<0.1%)
    66.6
0 (0%) 1 (<0.1%)
    66.7
0 (0%) 1 (<0.1%)
    66.8
0 (0%) 1 (<0.1%)
    67.0
0 (0%) 1 (<0.1%)
    67.1
1 (<0.1%) 1 (<0.1%)
    67.4
0 (0%) 1 (<0.1%)
    67.8
0 (0%) 1 (<0.1%)
    68.0
1 (<0.1%) 0 (0%)
    68.3
1 (<0.1%) 1 (<0.1%)
    69.2
0 (0%) 1 (<0.1%)
    7.0
361 (1.3%) 282 (1.1%)
    7.1
389 (1.4%) 311 (1.2%)
    7.2
386 (1.3%) 302 (1.1%)
    7.3
379 (1.3%) 320 (1.2%)
    7.4
356 (1.2%) 326 (1.2%)
    7.5
395 (1.4%) 316 (1.2%)
    7.6
348 (1.2%) 326 (1.2%)
    7.7
379 (1.3%) 344 (1.3%)
    7.8
409 (1.4%) 293 (1.1%)
    7.9
373 (1.3%) 305 (1.1%)
    70.4
0 (0%) 1 (<0.1%)
    70.8
0 (0%) 1 (<0.1%)
    71.3
1 (<0.1%) 1 (<0.1%)
    73.5
0 (0%) 2 (<0.1%)
    74.2
0 (0%) 1 (<0.1%)
    74.3
1 (<0.1%) 0 (0%)
    74.8
1 (<0.1%) 1 (<0.1%)
    76.4
1 (<0.1%) 0 (0%)
    76.8
0 (0%) 1 (<0.1%)
    77.3
2 (<0.1%) 0 (0%)
    77.5
1 (<0.1%) 0 (0%)
    77.6
1 (<0.1%) 2 (<0.1%)
    77.8
0 (0%) 1 (<0.1%)
    78.5
1 (<0.1%) 3 (<0.1%)
    79.0
1 (<0.1%) 0 (0%)
    8
1 (<0.1%) 0 (0%)
    8.0
382 (1.3%) 301 (1.1%)
    8.1
333 (1.2%) 288 (1.1%)
    8.2
352 (1.2%) 320 (1.2%)
    8.3
312 (1.1%) 293 (1.1%)
    8.4
323 (1.1%) 300 (1.1%)
    8.5
340 (1.2%) 302 (1.1%)
    8.6
344 (1.2%) 299 (1.1%)
    8.7
325 (1.1%) 284 (1.1%)
    8.8
323 (1.1%) 303 (1.1%)
    8.9
355 (1.2%) 284 (1.1%)
    80.1
1 (<0.1%) 0 (0%)
    80.6
1 (<0.1%) 0 (0%)
    81.7
0 (0%) 1 (<0.1%)
    81.8
0 (0%) 1 (<0.1%)
    85.1
0 (0%) 1 (<0.1%)
    87.4
0 (0%) 1 (<0.1%)
    87.5
0 (0%) 1 (<0.1%)
    88.3
1 (<0.1%) 0 (0%)
    9.0
316 (1.1%) 279 (1.0%)
    9.1
300 (1.0%) 274 (1.0%)
    9.2
307 (1.1%) 284 (1.1%)
    9.3
311 (1.1%) 280 (1.1%)
    9.4
282 (1.0%) 275 (1.0%)
    9.5
307 (1.1%) 265 (1.0%)
    9.6
266 (0.9%) 269 (1.0%)
    9.7
248 (0.9%) 254 (1.0%)
    9.8
266 (0.9%) 259 (1.0%)
    9.9
262 (0.9%) 265 (1.0%)
    93.1
1 (<0.1%) 0 (0%)
    96.7
0 (0%) 1 (<0.1%)
    97.1
1 (<0.1%) 0 (0%)
    97.7
0 (0%) 1 (<0.1%)
glucose 55,452

    ___
25,680 (89%) 24,050 (90%)
    100
73 (0.3%) 46 (0.2%)
    101
72 (0.2%) 46 (0.2%)
    102
35 (0.1%) 52 (0.2%)
    103
60 (0.2%) 43 (0.2%)
    104
59 (0.2%) 44 (0.2%)
    105
58 (0.2%) 48 (0.2%)
    106
53 (0.2%) 34 (0.1%)
    107
47 (0.2%) 39 (0.1%)
    108
45 (0.2%) 47 (0.2%)
    109
49 (0.2%) 38 (0.1%)
    110
48 (0.2%) 53 (0.2%)
    111
44 (0.2%) 34 (0.1%)
    112
40 (0.1%) 30 (0.1%)
    113
47 (0.2%) 44 (0.2%)
    114
42 (0.1%) 28 (0.1%)
    115
32 (0.1%) 30 (0.1%)
    116
29 (0.1%) 26 (<0.1%)
    117
29 (0.1%) 41 (0.2%)
    118
19 (<0.1%) 26 (<0.1%)
    119
35 (0.1%) 25 (<0.1%)
    120
31 (0.1%) 37 (0.1%)
    121
28 (<0.1%) 40 (0.2%)
    122
30 (0.1%) 24 (<0.1%)
    123
24 (<0.1%) 17 (<0.1%)
    124
20 (<0.1%) 18 (<0.1%)
    125
20 (<0.1%) 18 (<0.1%)
    126
30 (0.1%) 21 (<0.1%)
    127
21 (<0.1%) 23 (<0.1%)
    128
28 (<0.1%) 17 (<0.1%)
    129
31 (0.1%) 20 (<0.1%)
    130
24 (<0.1%) 13 (<0.1%)
    131
13 (<0.1%) 23 (<0.1%)
    132
20 (<0.1%) 15 (<0.1%)
    133
14 (<0.1%) 13 (<0.1%)
    134
18 (<0.1%) 16 (<0.1%)
    135
20 (<0.1%) 24 (<0.1%)
    136
12 (<0.1%) 14 (<0.1%)
    137
16 (<0.1%) 23 (<0.1%)
    138
11 (<0.1%) 25 (<0.1%)
    139
14 (<0.1%) 12 (<0.1%)
    140
11 (<0.1%) 15 (<0.1%)
    141
14 (<0.1%) 13 (<0.1%)
    142
13 (<0.1%) 12 (<0.1%)
    143
13 (<0.1%) 19 (<0.1%)
    144
12 (<0.1%) 8 (<0.1%)
    145
18 (<0.1%) 15 (<0.1%)
    146
12 (<0.1%) 8 (<0.1%)
    147
11 (<0.1%) 11 (<0.1%)
    148
12 (<0.1%) 10 (<0.1%)
    149
12 (<0.1%) 18 (<0.1%)
    150
9 (<0.1%) 6 (<0.1%)
    151
7 (<0.1%) 11 (<0.1%)
    152
7 (<0.1%) 6 (<0.1%)
    153
16 (<0.1%) 9 (<0.1%)
    154
10 (<0.1%) 10 (<0.1%)
    155
6 (<0.1%) 11 (<0.1%)
    156
8 (<0.1%) 10 (<0.1%)
    157
10 (<0.1%) 10 (<0.1%)
    158
6 (<0.1%) 5 (<0.1%)
    159
20 (<0.1%) 6 (<0.1%)
    160
1 (<0.1%) 9 (<0.1%)
    161
10 (<0.1%) 7 (<0.1%)
    162
10 (<0.1%) 8 (<0.1%)
    163
9 (<0.1%) 4 (<0.1%)
    164
5 (<0.1%) 6 (<0.1%)
    165
5 (<0.1%) 9 (<0.1%)
    166
10 (<0.1%) 7 (<0.1%)
    167
4 (<0.1%) 7 (<0.1%)
    168
8 (<0.1%) 6 (<0.1%)
    169
7 (<0.1%) 3 (<0.1%)
    170
6 (<0.1%) 4 (<0.1%)
    171
4 (<0.1%) 8 (<0.1%)
    172
2 (<0.1%) 6 (<0.1%)
    173
4 (<0.1%) 8 (<0.1%)
    174
5 (<0.1%) 3 (<0.1%)
    175
6 (<0.1%) 8 (<0.1%)
    176
5 (<0.1%) 7 (<0.1%)
    177
8 (<0.1%) 6 (<0.1%)
    178
10 (<0.1%) 7 (<0.1%)
    179
5 (<0.1%) 8 (<0.1%)
    180
2 (<0.1%) 2 (<0.1%)
    181
7 (<0.1%) 4 (<0.1%)
    182
8 (<0.1%) 3 (<0.1%)
    183
4 (<0.1%) 6 (<0.1%)
    184
4 (<0.1%) 7 (<0.1%)
    185
7 (<0.1%) 0 (0%)
    186
5 (<0.1%) 1 (<0.1%)
    187
7 (<0.1%) 3 (<0.1%)
    188
1 (<0.1%) 3 (<0.1%)
    189
5 (<0.1%) 3 (<0.1%)
    190
3 (<0.1%) 3 (<0.1%)
    191
2 (<0.1%) 0 (0%)
    192
5 (<0.1%) 3 (<0.1%)
    193
5 (<0.1%) 4 (<0.1%)
    194
4 (<0.1%) 4 (<0.1%)
    195
9 (<0.1%) 4 (<0.1%)
    196
4 (<0.1%) 3 (<0.1%)
    197
2 (<0.1%) 4 (<0.1%)
    198
6 (<0.1%) 2 (<0.1%)
    199
2 (<0.1%) 5 (<0.1%)
    200
5 (<0.1%) 5 (<0.1%)
    201
1 (<0.1%) 3 (<0.1%)
    202
2 (<0.1%) 1 (<0.1%)
    203
2 (<0.1%) 5 (<0.1%)
    204
1 (<0.1%) 2 (<0.1%)
    205
3 (<0.1%) 3 (<0.1%)
    206
0 (0%) 4 (<0.1%)
    207
4 (<0.1%) 3 (<0.1%)
    208
2 (<0.1%) 1 (<0.1%)
    209
4 (<0.1%) 0 (0%)
    210
3 (<0.1%) 4 (<0.1%)
    211
5 (<0.1%) 2 (<0.1%)
    212
2 (<0.1%) 3 (<0.1%)
    213
3 (<0.1%) 0 (0%)
    214
0 (0%) 2 (<0.1%)
    215
1 (<0.1%) 1 (<0.1%)
    216
0 (0%) 1 (<0.1%)
    217
1 (<0.1%) 2 (<0.1%)
    218
0 (0%) 1 (<0.1%)
    219
1 (<0.1%) 2 (<0.1%)
    220
1 (<0.1%) 1 (<0.1%)
    221
1 (<0.1%) 1 (<0.1%)
    222
0 (0%) 1 (<0.1%)
    223
2 (<0.1%) 1 (<0.1%)
    224
1 (<0.1%) 0 (0%)
    225
1 (<0.1%) 1 (<0.1%)
    226
0 (0%) 3 (<0.1%)
    227
3 (<0.1%) 1 (<0.1%)
    228
1 (<0.1%) 1 (<0.1%)
    229
0 (0%) 1 (<0.1%)
    230
2 (<0.1%) 2 (<0.1%)
    231
1 (<0.1%) 1 (<0.1%)
    233
1 (<0.1%) 1 (<0.1%)
    234
2 (<0.1%) 0 (0%)
    235
1 (<0.1%) 2 (<0.1%)
    236
2 (<0.1%) 3 (<0.1%)
    237
1 (<0.1%) 0 (0%)
    238
0 (0%) 1 (<0.1%)
    239
2 (<0.1%) 3 (<0.1%)
    240
4 (<0.1%) 2 (<0.1%)
    241
0 (0%) 1 (<0.1%)
    243
1 (<0.1%) 0 (0%)
    244
1 (<0.1%) 1 (<0.1%)
    246
2 (<0.1%) 1 (<0.1%)
    247
2 (<0.1%) 1 (<0.1%)
    248
1 (<0.1%) 1 (<0.1%)
    249
0 (0%) 1 (<0.1%)
    250
0 (0%) 3 (<0.1%)
    251
1 (<0.1%) 0 (0%)
    252
0 (0%) 1 (<0.1%)
    253
2 (<0.1%) 3 (<0.1%)
    254
5 (<0.1%) 0 (0%)
    255
0 (0%) 3 (<0.1%)
    256
1 (<0.1%) 1 (<0.1%)
    257
2 (<0.1%) 1 (<0.1%)
    258
0 (0%) 2 (<0.1%)
    259
0 (0%) 1 (<0.1%)
    262
1 (<0.1%) 0 (0%)
    264
1 (<0.1%) 0 (0%)
    265
0 (0%) 1 (<0.1%)
    266
1 (<0.1%) 1 (<0.1%)
    267
1 (<0.1%) 0 (0%)
    268
1 (<0.1%) 0 (0%)
    270
1 (<0.1%) 0 (0%)
    271
2 (<0.1%) 1 (<0.1%)
    272
1 (<0.1%) 1 (<0.1%)
    273
2 (<0.1%) 2 (<0.1%)
    275
1 (<0.1%) 0 (0%)
    277
2 (<0.1%) 0 (0%)
    278
4 (<0.1%) 1 (<0.1%)
    279
1 (<0.1%) 0 (0%)
    280
1 (<0.1%) 1 (<0.1%)
    281
1 (<0.1%) 0 (0%)
    282
1 (<0.1%) 0 (0%)
    285
1 (<0.1%) 0 (0%)
    286
1 (<0.1%) 1 (<0.1%)
    288
1 (<0.1%) 0 (0%)
    289
1 (<0.1%) 0 (0%)
    290
0 (0%) 2 (<0.1%)
    291
1 (<0.1%) 0 (0%)
    292
0 (0%) 1 (<0.1%)
    295
2 (<0.1%) 0 (0%)
    296
1 (<0.1%) 0 (0%)
    299
1 (<0.1%) 0 (0%)
    301
1 (<0.1%) 0 (0%)
    302
1 (<0.1%) 1 (<0.1%)
    307
0 (0%) 1 (<0.1%)
    308
0 (0%) 1 (<0.1%)
    311
1 (<0.1%) 0 (0%)
    315
1 (<0.1%) 0 (0%)
    316
1 (<0.1%) 0 (0%)
    318
0 (0%) 1 (<0.1%)
    320
0 (0%) 1 (<0.1%)
    323
1 (<0.1%) 0 (0%)
    324
1 (<0.1%) 1 (<0.1%)
    325
0 (0%) 1 (<0.1%)
    326
1 (<0.1%) 1 (<0.1%)
    329
1 (<0.1%) 1 (<0.1%)
    334
0 (0%) 2 (<0.1%)
    336
1 (<0.1%) 0 (0%)
    337
1 (<0.1%) 0 (0%)
    338
0 (0%) 1 (<0.1%)
    343
0 (0%) 2 (<0.1%)
    345
1 (<0.1%) 0 (0%)
    347
1 (<0.1%) 0 (0%)
    351
0 (0%) 1 (<0.1%)
    374
1 (<0.1%) 0 (0%)
    375
1 (<0.1%) 0 (0%)
    379
0 (0%) 1 (<0.1%)
    391
1 (<0.1%) 0 (0%)
    394
0 (0%) 1 (<0.1%)
    409
1 (<0.1%) 0 (0%)
    423
2 (<0.1%) 0 (0%)
    428
1 (<0.1%) 0 (0%)
    430
0 (0%) 1 (<0.1%)
    439
0 (0%) 1 (<0.1%)
    442
1 (<0.1%) 0 (0%)
    443
1 (<0.1%) 0 (0%)
    50
2 (<0.1%) 3 (<0.1%)
    51
2 (<0.1%) 2 (<0.1%)
    52
1 (<0.1%) 3 (<0.1%)
    53
1 (<0.1%) 2 (<0.1%)
    54
1 (<0.1%) 1 (<0.1%)
    55
2 (<0.1%) 2 (<0.1%)
    56
1 (<0.1%) 1 (<0.1%)
    57
6 (<0.1%) 3 (<0.1%)
    58
1 (<0.1%) 4 (<0.1%)
    59
5 (<0.1%) 2 (<0.1%)
    60
3 (<0.1%) 1 (<0.1%)
    61
4 (<0.1%) 5 (<0.1%)
    62
6 (<0.1%) 4 (<0.1%)
    63
3 (<0.1%) 4 (<0.1%)
    64
6 (<0.1%) 5 (<0.1%)
    65
1 (<0.1%) 2 (<0.1%)
    66
8 (<0.1%) 2 (<0.1%)
    67
4 (<0.1%) 4 (<0.1%)
    68
5 (<0.1%) 4 (<0.1%)
    69
3 (<0.1%) 2 (<0.1%)
    70
6 (<0.1%) 4 (<0.1%)
    71
7 (<0.1%) 7 (<0.1%)
    72
12 (<0.1%) 9 (<0.1%)
    73
19 (<0.1%) 12 (<0.1%)
    74
10 (<0.1%) 7 (<0.1%)
    75
17 (<0.1%) 10 (<0.1%)
    76
16 (<0.1%) 13 (<0.1%)
    77
15 (<0.1%) 18 (<0.1%)
    78
18 (<0.1%) 16 (<0.1%)
    79
16 (<0.1%) 15 (<0.1%)
    80
21 (<0.1%) 17 (<0.1%)
    81
27 (<0.1%) 23 (<0.1%)
    82
23 (<0.1%) 10 (<0.1%)
    83
27 (<0.1%) 17 (<0.1%)
    84
36 (0.1%) 31 (0.1%)
    85
45 (0.2%) 28 (0.1%)
    86
45 (0.2%) 40 (0.2%)
    87
60 (0.2%) 27 (0.1%)
    88
53 (0.2%) 37 (0.1%)
    89
58 (0.2%) 34 (0.1%)
    90
51 (0.2%) 38 (0.1%)
    91
71 (0.2%) 39 (0.1%)
    92
63 (0.2%) 43 (0.2%)
    93
43 (0.1%) 36 (0.1%)
    94
72 (0.2%) 59 (0.2%)
    95
74 (0.3%) 48 (0.2%)
    96
70 (0.2%) 40 (0.2%)
    97
72 (0.2%) 33 (0.1%)
    98
62 (0.2%) 41 (0.2%)
    99
54 (0.2%) 47 (0.2%)
heartrate 59,079

    0
340 (1.1%) 433 (1.5%)
    1
1 (<0.1%) 1 (<0.1%)
    10
0 (0%) 2 (<0.1%)
    100
317 (1.0%) 328 (1.2%)
    101
280 (0.9%) 315 (1.1%)
    102
283 (0.9%) 290 (1.0%)
    103
253 (0.8%) 259 (0.9%)
    104
273 (0.9%) 282 (1.0%)
    105
227 (0.7%) 273 (1.0%)
    106
252 (0.8%) 265 (0.9%)
    107
215 (0.7%) 221 (0.8%)
    108
177 (0.6%) 244 (0.9%)
    109
165 (0.5%) 199 (0.7%)
    11
1 (<0.1%) 0 (0%)
    110
165 (0.5%) 180 (0.6%)
    111
148 (0.5%) 153 (0.5%)
    112
131 (0.4%) 162 (0.6%)
    113
136 (0.4%) 151 (0.5%)
    114
111 (0.4%) 130 (0.5%)
    115
100 (0.3%) 127 (0.4%)
    116
86 (0.3%) 115 (0.4%)
    117
87 (0.3%) 117 (0.4%)
    118
73 (0.2%) 116 (0.4%)
    119
58 (0.2%) 95 (0.3%)
    12
0 (0%) 1 (<0.1%)
    120
54 (0.2%) 93 (0.3%)
    121
54 (0.2%) 75 (0.3%)
    122
36 (0.1%) 68 (0.2%)
    123
42 (0.1%) 60 (0.2%)
    124
39 (0.1%) 60 (0.2%)
    125
21 (<0.1%) 56 (0.2%)
    126
21 (<0.1%) 60 (0.2%)
    127
31 (0.1%) 36 (0.1%)
    128
23 (<0.1%) 30 (0.1%)
    129
27 (<0.1%) 33 (0.1%)
    130
22 (<0.1%) 32 (0.1%)
    131
22 (<0.1%) 28 (<0.1%)
    132
21 (<0.1%) 18 (<0.1%)
    133
20 (<0.1%) 31 (0.1%)
    134
11 (<0.1%) 17 (<0.1%)
    135
14 (<0.1%) 18 (<0.1%)
    136
21 (<0.1%) 18 (<0.1%)
    137
17 (<0.1%) 19 (<0.1%)
    138
14 (<0.1%) 22 (<0.1%)
    139
11 (<0.1%) 13 (<0.1%)
    14
1 (<0.1%) 1 (<0.1%)
    140
6 (<0.1%) 8 (<0.1%)
    141
11 (<0.1%) 15 (<0.1%)
    142
9 (<0.1%) 6 (<0.1%)
    143
10 (<0.1%) 7 (<0.1%)
    144
8 (<0.1%) 10 (<0.1%)
    145
12 (<0.1%) 7 (<0.1%)
    146
7 (<0.1%) 13 (<0.1%)
    147
3 (<0.1%) 8 (<0.1%)
    148
5 (<0.1%) 9 (<0.1%)
    149
5 (<0.1%) 9 (<0.1%)
    150
2 (<0.1%) 5 (<0.1%)
    151
1 (<0.1%) 2 (<0.1%)
    152
2 (<0.1%) 7 (<0.1%)
    153
2 (<0.1%) 2 (<0.1%)
    154
2 (<0.1%) 7 (<0.1%)
    155
4 (<0.1%) 3 (<0.1%)
    156
2 (<0.1%) 3 (<0.1%)
    157
3 (<0.1%) 5 (<0.1%)
    158
1 (<0.1%) 4 (<0.1%)
    159
3 (<0.1%) 1 (<0.1%)
    16
1 (<0.1%) 2 (<0.1%)
    160
0 (0%) 3 (<0.1%)
    161
4 (<0.1%) 0 (0%)
    162
4 (<0.1%) 3 (<0.1%)
    163
1 (<0.1%) 2 (<0.1%)
    164
3 (<0.1%) 2 (<0.1%)
    165
1 (<0.1%) 1 (<0.1%)
    166
2 (<0.1%) 0 (0%)
    167
4 (<0.1%) 2 (<0.1%)
    168
2 (<0.1%) 2 (<0.1%)
    169
1 (<0.1%) 2 (<0.1%)
    17
3 (<0.1%) 3 (<0.1%)
    170
1 (<0.1%) 1 (<0.1%)
    171
1 (<0.1%) 0 (0%)
    173
0 (0%) 2 (<0.1%)
    174
0 (0%) 1 (<0.1%)
    177
1 (<0.1%) 0 (0%)
    178
1 (<0.1%) 1 (<0.1%)
    179
0 (0%) 2 (<0.1%)
    18
1 (<0.1%) 2 (<0.1%)
    180
0 (0%) 1 (<0.1%)
    181
2 (<0.1%) 0 (0%)
    182
0 (0%) 1 (<0.1%)
    184
0 (0%) 1 (<0.1%)
    185
2 (<0.1%) 1 (<0.1%)
    187
1 (<0.1%) 1 (<0.1%)
    188
0 (0%) 3 (<0.1%)
    19
6 (<0.1%) 6 (<0.1%)
    191
0 (0%) 1 (<0.1%)
    192
0 (0%) 1 (<0.1%)
    195
0 (0%) 1 (<0.1%)
    198
0 (0%) 1 (<0.1%)
    199
1 (<0.1%) 1 (<0.1%)
    2
0 (0%) 2 (<0.1%)
    20
3 (<0.1%) 4 (<0.1%)
    21
5 (<0.1%) 6 (<0.1%)
    210
0 (0%) 1 (<0.1%)
    22
6 (<0.1%) 4 (<0.1%)
    222
0 (0%) 1 (<0.1%)
    224
0 (0%) 1 (<0.1%)
    229
1 (<0.1%) 0 (0%)
    23
4 (<0.1%) 3 (<0.1%)
    24
4 (<0.1%) 9 (<0.1%)
    25
2 (<0.1%) 9 (<0.1%)
    250
0 (0%) 1 (<0.1%)
    26
5 (<0.1%) 11 (<0.1%)
    27
7 (<0.1%) 6 (<0.1%)
    28
4 (<0.1%) 11 (<0.1%)
    29
4 (<0.1%) 8 (<0.1%)
    3
0 (0%) 1 (<0.1%)
    30
10 (<0.1%) 4 (<0.1%)
    31
12 (<0.1%) 6 (<0.1%)
    32
6 (<0.1%) 8 (<0.1%)
    33
6 (<0.1%) 6 (<0.1%)
    34
8 (<0.1%) 6 (<0.1%)
    35
7 (<0.1%) 11 (<0.1%)
    36
7 (<0.1%) 15 (<0.1%)
    37
12 (<0.1%) 12 (<0.1%)
    38
12 (<0.1%) 11 (<0.1%)
    39
13 (<0.1%) 15 (<0.1%)
    4
2 (<0.1%) 0 (0%)
    40
12 (<0.1%) 12 (<0.1%)
    41
17 (<0.1%) 15 (<0.1%)
    42
17 (<0.1%) 22 (<0.1%)
    43
13 (<0.1%) 24 (<0.1%)
    44
20 (<0.1%) 20 (<0.1%)
    45
23 (<0.1%) 35 (0.1%)
    46
31 (0.1%) 24 (<0.1%)
    47
25 (<0.1%) 36 (0.1%)
    48
32 (0.1%) 40 (0.1%)
    49
39 (0.1%) 42 (0.1%)
    5
0 (0%) 1 (<0.1%)
    50
58 (0.2%) 41 (0.1%)
    51
52 (0.2%) 38 (0.1%)
    52
83 (0.3%) 48 (0.2%)
    53
72 (0.2%) 78 (0.3%)
    54
105 (0.3%) 72 (0.3%)
    55
122 (0.4%) 94 (0.3%)
    56
166 (0.5%) 125 (0.4%)
    57
175 (0.6%) 124 (0.4%)
    58
200 (0.7%) 145 (0.5%)
    59
219 (0.7%) 185 (0.7%)
    6
1 (<0.1%) 1 (<0.1%)
    60
403 (1.3%) 333 (1.2%)
    61
344 (1.1%) 237 (0.8%)
    62
385 (1.3%) 222 (0.8%)
    63
383 (1.2%) 293 (1.0%)
    64
428 (1.4%) 301 (1.1%)
    65
446 (1.5%) 347 (1.2%)
    66
490 (1.6%) 391 (1.4%)
    67
508 (1.7%) 392 (1.4%)
    68
570 (1.9%) 404 (1.4%)
    69
546 (1.8%) 415 (1.5%)
    7
1 (<0.1%) 1 (<0.1%)
    70
703 (2.3%) 596 (2.1%)
    71
640 (2.1%) 511 (1.8%)
    72
656 (2.1%) 546 (1.9%)
    73
676 (2.2%) 555 (2.0%)
    74
717 (2.3%) 554 (2.0%)
    75
739 (2.4%) 560 (2.0%)
    7567
1 (<0.1%) 0 (0%)
    76
716 (2.3%) 621 (2.2%)
    77
715 (2.3%) 608 (2.1%)
    78
775 (2.5%) 630 (2.2%)
    79
735 (2.4%) 575 (2.0%)
    8
3 (<0.1%) 0 (0%)
    80
827 (2.7%) 772 (2.7%)
    81
637 (2.1%) 654 (2.3%)
    82
743 (2.4%) 651 (2.3%)
    83
739 (2.4%) 671 (2.4%)
    84
743 (2.4%) 675 (2.4%)
    85
679 (2.2%) 647 (2.3%)
    86
747 (2.4%) 638 (2.2%)
    87
722 (2.4%) 683 (2.4%)
    88
697 (2.3%) 612 (2.2%)
    880
0 (0%) 1 (<0.1%)
    89
659 (2.1%) 602 (2.1%)
    9
1 (<0.1%) 3 (<0.1%)
    90
613 (2.0%) 631 (2.2%)
    91
637 (2.1%) 627 (2.2%)
    92
592 (1.9%) 633 (2.2%)
    93
619 (2.0%) 613 (2.2%)
    94
628 (2.0%) 593 (2.1%)
    95
557 (1.8%) 564 (2.0%)
    96
534 (1.7%) 554 (2.0%)
    97
535 (1.7%) 559 (2.0%)
    98
516 (1.7%) 545 (1.9%)
    98.7
1 (<0.1%) 0 (0%)
    99
534 (1.7%) 533 (1.9%)
systolic_non_invasive_blood_pressure 52,672

    0
28 (<0.1%) 27 (0.1%)
    0.1
0 (0%) 1 (<0.1%)
    0.108
1 (<0.1%) 0 (0%)
    1
0 (0%) 1 (<0.1%)
    100
319 (1.1%) 266 (1.1%)
    101
365 (1.3%) 299 (1.2%)
    102
338 (1.2%) 265 (1.1%)
    103
382 (1.4%) 327 (1.3%)
    104
382 (1.4%) 324 (1.3%)
    105
470 (1.7%) 348 (1.4%)
    106
444 (1.6%) 347 (1.4%)
    107
465 (1.7%) 371 (1.5%)
    108
483 (1.7%) 356 (1.4%)
    109
464 (1.7%) 398 (1.6%)
    110
527 (1.9%) 405 (1.6%)
    111
547 (1.9%) 402 (1.6%)
    112
525 (1.9%) 405 (1.6%)
    113
538 (1.9%) 461 (1.9%)
    114
540 (1.9%) 444 (1.8%)
    115
528 (1.9%) 437 (1.8%)
    116
537 (1.9%) 425 (1.7%)
    117
539 (1.9%) 471 (1.9%)
    118
514 (1.8%) 422 (1.7%)
    119
604 (2.1%) 439 (1.8%)
    120
569 (2.0%) 469 (1.9%)
    121
557 (2.0%) 432 (1.8%)
    122
550 (2.0%) 466 (1.9%)
    123
520 (1.9%) 389 (1.6%)
    124
519 (1.8%) 454 (1.8%)
    125
508 (1.8%) 438 (1.8%)
    126
501 (1.8%) 436 (1.8%)
    127
495 (1.8%) 396 (1.6%)
    128
481 (1.7%) 398 (1.6%)
    129
444 (1.6%) 387 (1.6%)
    130
463 (1.6%) 425 (1.7%)
    131
444 (1.6%) 397 (1.6%)
    132
412 (1.5%) 393 (1.6%)
    133
423 (1.5%) 394 (1.6%)
    134
386 (1.4%) 371 (1.5%)
    135
385 (1.4%) 366 (1.5%)
    136
361 (1.3%) 362 (1.5%)
    137
346 (1.2%) 325 (1.3%)
    138
376 (1.3%) 332 (1.4%)
    139
324 (1.2%) 344 (1.4%)
    140
320 (1.1%) 307 (1.2%)
    141
300 (1.1%) 271 (1.1%)
    142
295 (1.1%) 299 (1.2%)
    143
270 (1.0%) 265 (1.1%)
    144
283 (1.0%) 292 (1.2%)
    145
257 (0.9%) 249 (1.0%)
    146
258 (0.9%) 231 (0.9%)
    147
209 (0.7%) 252 (1.0%)
    148
214 (0.8%) 237 (1.0%)
    149
202 (0.7%) 219 (0.9%)
    14977
1 (<0.1%) 0 (0%)
    150
214 (0.8%) 214 (0.9%)
    151
188 (0.7%) 193 (0.8%)
    152
187 (0.7%) 172 (0.7%)
    1529
1 (<0.1%) 0 (0%)
    153
159 (0.6%) 170 (0.7%)
    154
161 (0.6%) 158 (0.6%)
    155
170 (0.6%) 152 (0.6%)
    156
151 (0.5%) 159 (0.6%)
    157
129 (0.5%) 125 (0.5%)
    158
140 (0.5%) 130 (0.5%)
    159
109 (0.4%) 133 (0.5%)
    160
96 (0.3%) 143 (0.6%)
    161
106 (0.4%) 104 (0.4%)
    162
87 (0.3%) 96 (0.4%)
    163
97 (0.3%) 75 (0.3%)
    164
70 (0.2%) 72 (0.3%)
    165
81 (0.3%) 60 (0.2%)
    166
62 (0.2%) 76 (0.3%)
    167
67 (0.2%) 53 (0.2%)
    168
61 (0.2%) 55 (0.2%)
    169
55 (0.2%) 57 (0.2%)
    170
38 (0.1%) 36 (0.1%)
    171
37 (0.1%) 43 (0.2%)
    172
39 (0.1%) 43 (0.2%)
    173
30 (0.1%) 25 (0.1%)
    174
42 (0.1%) 28 (0.1%)
    175
27 (<0.1%) 38 (0.2%)
    176
29 (0.1%) 26 (0.1%)
    177
24 (<0.1%) 23 (<0.1%)
    178
24 (<0.1%) 18 (<0.1%)
    179
22 (<0.1%) 25 (0.1%)
    180
21 (<0.1%) 15 (<0.1%)
    181
15 (<0.1%) 15 (<0.1%)
    182
12 (<0.1%) 12 (<0.1%)
    183
10 (<0.1%) 4 (<0.1%)
    184
16 (<0.1%) 12 (<0.1%)
    185
12 (<0.1%) 16 (<0.1%)
    186
7 (<0.1%) 11 (<0.1%)
    187
16 (<0.1%) 8 (<0.1%)
    188
6 (<0.1%) 3 (<0.1%)
    189
8 (<0.1%) 5 (<0.1%)
    190
6 (<0.1%) 3 (<0.1%)
    191
2 (<0.1%) 6 (<0.1%)
    192
0 (0%) 3 (<0.1%)
    193
2 (<0.1%) 9 (<0.1%)
    194
6 (<0.1%) 4 (<0.1%)
    195
7 (<0.1%) 3 (<0.1%)
    196
2 (<0.1%) 3 (<0.1%)
    197
2 (<0.1%) 4 (<0.1%)
    198
5 (<0.1%) 3 (<0.1%)
    199
3 (<0.1%) 2 (<0.1%)
    200
1 (<0.1%) 2 (<0.1%)
    201
1 (<0.1%) 1 (<0.1%)
    202
1 (<0.1%) 2 (<0.1%)
    203
3 (<0.1%) 1 (<0.1%)
    204
0 (0%) 1 (<0.1%)
    205
1 (<0.1%) 1 (<0.1%)
    206
1 (<0.1%) 0 (0%)
    207
1 (<0.1%) 1 (<0.1%)
    208
1 (<0.1%) 0 (0%)
    209
0 (0%) 1 (<0.1%)
    210
1 (<0.1%) 0 (0%)
    211
1 (<0.1%) 0 (0%)
    213
1 (<0.1%) 0 (0%)
    214
1 (<0.1%) 0 (0%)
    215
0 (0%) 1 (<0.1%)
    216
0 (0%) 1 (<0.1%)
    217
0 (0%) 1 (<0.1%)
    221
0 (0%) 1 (<0.1%)
    223
0 (0%) 1 (<0.1%)
    225
1 (<0.1%) 1 (<0.1%)
    228
0 (0%) 2 (<0.1%)
    232
0 (0%) 1 (<0.1%)
    233
0 (0%) 1 (<0.1%)
    242
1 (<0.1%) 0 (0%)
    30
0 (0%) 1 (<0.1%)
    31
2 (<0.1%) 1 (<0.1%)
    32
0 (0%) 1 (<0.1%)
    34
2 (<0.1%) 1 (<0.1%)
    35
5 (<0.1%) 1 (<0.1%)
    36
1 (<0.1%) 1 (<0.1%)
    37
1 (<0.1%) 3 (<0.1%)
    38
2 (<0.1%) 3 (<0.1%)
    39
1 (<0.1%) 6 (<0.1%)
    40
4 (<0.1%) 4 (<0.1%)
    41
2 (<0.1%) 6 (<0.1%)
    42
4 (<0.1%) 4 (<0.1%)
    43
4 (<0.1%) 3 (<0.1%)
    44
6 (<0.1%) 5 (<0.1%)
    45
6 (<0.1%) 1 (<0.1%)
    46
6 (<0.1%) 4 (<0.1%)
    47
2 (<0.1%) 3 (<0.1%)
    48
8 (<0.1%) 2 (<0.1%)
    49
3 (<0.1%) 11 (<0.1%)
    50
7 (<0.1%) 9 (<0.1%)
    51
2 (<0.1%) 6 (<0.1%)
    52
7 (<0.1%) 7 (<0.1%)
    53
8 (<0.1%) 7 (<0.1%)
    54
10 (<0.1%) 13 (<0.1%)
    55
10 (<0.1%) 6 (<0.1%)
    56
8 (<0.1%) 5 (<0.1%)
    57
6 (<0.1%) 5 (<0.1%)
    58
9 (<0.1%) 14 (<0.1%)
    59
7 (<0.1%) 2 (<0.1%)
    60
8 (<0.1%) 8 (<0.1%)
    61
9 (<0.1%) 13 (<0.1%)
    62
16 (<0.1%) 3 (<0.1%)
    63
7 (<0.1%) 8 (<0.1%)
    64
8 (<0.1%) 16 (<0.1%)
    65
11 (<0.1%) 8 (<0.1%)
    66
9 (<0.1%) 9 (<0.1%)
    67
14 (<0.1%) 9 (<0.1%)
    68
13 (<0.1%) 13 (<0.1%)
    69
11 (<0.1%) 9 (<0.1%)
    70
15 (<0.1%) 9 (<0.1%)
    71
10 (<0.1%) 13 (<0.1%)
    72
11 (<0.1%) 9 (<0.1%)
    73
19 (<0.1%) 16 (<0.1%)
    74
14 (<0.1%) 20 (<0.1%)
    75
14 (<0.1%) 10 (<0.1%)
    76
17 (<0.1%) 12 (<0.1%)
    77
15 (<0.1%) 26 (0.1%)
    78
20 (<0.1%) 25 (0.1%)
    79
18 (<0.1%) 15 (<0.1%)
    80
21 (<0.1%) 26 (0.1%)
    81
35 (0.1%) 21 (<0.1%)
    82
35 (0.1%) 43 (0.2%)
    83
35 (0.1%) 41 (0.2%)
    84
48 (0.2%) 54 (0.2%)
    85
65 (0.2%) 63 (0.3%)
    86
69 (0.2%) 71 (0.3%)
    87
83 (0.3%) 77 (0.3%)
    88
100 (0.4%) 76 (0.3%)
    89
96 (0.3%) 95 (0.4%)
    90
159 (0.6%) 165 (0.7%)
    91
208 (0.7%) 159 (0.6%)
    92
195 (0.7%) 197 (0.8%)
    93
250 (0.9%) 206 (0.8%)
    94
279 (1.0%) 243 (1.0%)
    95
323 (1.1%) 270 (1.1%)
    96
372 (1.3%) 267 (1.1%)
    97
372 (1.3%) 294 (1.2%)
    98
406 (1.4%) 342 (1.4%)
    99
462 (1.6%) 381 (1.6%)
diastolic_non_invasive_blood_pressure 52,689

    0
24 (<0.1%) 21 (<0.1%)
    1
0 (0%) 1 (<0.1%)
    10
1 (<0.1%) 0 (0%)
    100
58 (0.2%) 52 (0.2%)
    101
47 (0.2%) 38 (0.2%)
    102
46 (0.2%) 43 (0.2%)
    103
37 (0.1%) 33 (0.1%)
    104
32 (0.1%) 20 (<0.1%)
    105
37 (0.1%) 15 (<0.1%)
    106
29 (0.1%) 22 (<0.1%)
    107
19 (<0.1%) 33 (0.1%)
    108
30 (0.1%) 18 (<0.1%)
    109
28 (<0.1%) 26 (0.1%)
    11
1 (<0.1%) 1 (<0.1%)
    110
19 (<0.1%) 10 (<0.1%)
    111
18 (<0.1%) 11 (<0.1%)
    112
17 (<0.1%) 10 (<0.1%)
    113
18 (<0.1%) 11 (<0.1%)
    114
11 (<0.1%) 13 (<0.1%)
    115
12 (<0.1%) 5 (<0.1%)
    116
7 (<0.1%) 13 (<0.1%)
    117
10 (<0.1%) 9 (<0.1%)
    118
7 (<0.1%) 11 (<0.1%)
    119
6 (<0.1%) 7 (<0.1%)
    12
1 (<0.1%) 1 (<0.1%)
    120
4 (<0.1%) 2 (<0.1%)
    121
7 (<0.1%) 7 (<0.1%)
    122
5 (<0.1%) 6 (<0.1%)
    123
5 (<0.1%) 5 (<0.1%)
    124
6 (<0.1%) 4 (<0.1%)
    125
4 (<0.1%) 2 (<0.1%)
    126
7 (<0.1%) 1 (<0.1%)
    127
4 (<0.1%) 6 (<0.1%)
    128
8 (<0.1%) 6 (<0.1%)
    129
6 (<0.1%) 2 (<0.1%)
    13
6 (<0.1%) 5 (<0.1%)
    130
2 (<0.1%) 1 (<0.1%)
    131
4 (<0.1%) 5 (<0.1%)
    132
5 (<0.1%) 1 (<0.1%)
    133
2 (<0.1%) 1 (<0.1%)
    134
4 (<0.1%) 0 (0%)
    135
1 (<0.1%) 1 (<0.1%)
    136
2 (<0.1%) 4 (<0.1%)
    137
2 (<0.1%) 1 (<0.1%)
    138
3 (<0.1%) 0 (0%)
    139
2 (<0.1%) 2 (<0.1%)
    14
2 (<0.1%) 5 (<0.1%)
    140
2 (<0.1%) 1 (<0.1%)
    141
0 (0%) 1 (<0.1%)
    143
1 (<0.1%) 1 (<0.1%)
    144
0 (0%) 3 (<0.1%)
    146
2 (<0.1%) 1 (<0.1%)
    147
1 (<0.1%) 1 (<0.1%)
    148
2 (<0.1%) 1 (<0.1%)
    15
3 (<0.1%) 2 (<0.1%)
    150
0 (0%) 1 (<0.1%)
    151
1 (<0.1%) 0 (0%)
    152
0 (0%) 1 (<0.1%)
    154
1 (<0.1%) 0 (0%)
    155
1 (<0.1%) 0 (0%)
    157
0 (0%) 1 (<0.1%)
    159
0 (0%) 1 (<0.1%)
    16
3 (<0.1%) 3 (<0.1%)
    162
1 (<0.1%) 0 (0%)
    17
7 (<0.1%) 2 (<0.1%)
    178
1 (<0.1%) 0 (0%)
    179
0 (0%) 1 (<0.1%)
    18
6 (<0.1%) 6 (<0.1%)
    180
1 (<0.1%) 0 (0%)
    186
1 (<0.1%) 0 (0%)
    19
5 (<0.1%) 6 (<0.1%)
    190
1 (<0.1%) 0 (0%)
    20
8 (<0.1%) 5 (<0.1%)
    209
0 (0%) 1 (<0.1%)
    21
3 (<0.1%) 6 (<0.1%)
    22
11 (<0.1%) 13 (<0.1%)
    23
9 (<0.1%) 11 (<0.1%)
    24
12 (<0.1%) 14 (<0.1%)
    25
8 (<0.1%) 15 (<0.1%)
    26
9 (<0.1%) 7 (<0.1%)
    27
17 (<0.1%) 19 (<0.1%)
    2716
0 (0%) 1 (<0.1%)
    28
10 (<0.1%) 9 (<0.1%)
    29
29 (0.1%) 25 (0.1%)
    30
24 (<0.1%) 28 (0.1%)
    31
23 (<0.1%) 34 (0.1%)
    32
20 (<0.1%) 34 (0.1%)
    33
36 (0.1%) 35 (0.1%)
    34
41 (0.1%) 34 (0.1%)
    35
56 (0.2%) 40 (0.2%)
    36
46 (0.2%) 46 (0.2%)
    37
78 (0.3%) 62 (0.3%)
    38
81 (0.3%) 87 (0.4%)
    39
106 (0.4%) 81 (0.3%)
    40
135 (0.5%) 99 (0.4%)
    41
124 (0.4%) 131 (0.5%)
    42
156 (0.6%) 136 (0.6%)
    43
198 (0.7%) 167 (0.7%)
    44
233 (0.8%) 191 (0.8%)
    45
246 (0.9%) 224 (0.9%)
    46
260 (0.9%) 199 (0.8%)
    47
324 (1.2%) 259 (1.1%)
    4728
0 (0%) 1 (<0.1%)
    48
345 (1.2%) 329 (1.3%)
    4848
0 (0%) 1 (<0.1%)
    49
388 (1.4%) 298 (1.2%)
    4940
1 (<0.1%) 0 (0%)
    50
476 (1.7%) 340 (1.4%)
    51
432 (1.5%) 354 (1.4%)
    52
482 (1.7%) 423 (1.7%)
    53
527 (1.9%) 471 (1.9%)
    54
609 (2.2%) 498 (2.0%)
    55
581 (2.1%) 518 (2.1%)
    56
658 (2.3%) 551 (2.2%)
    57
718 (2.6%) 574 (2.3%)
    58
683 (2.4%) 582 (2.4%)
    59
701 (2.5%) 601 (2.4%)
    5956
1 (<0.1%) 0 (0%)
    60
768 (2.7%) 631 (2.6%)
    61
759 (2.7%) 598 (2.4%)
    62
735 (2.6%) 661 (2.7%)
    63
776 (2.8%) 657 (2.7%)
    64
810 (2.9%) 691 (2.8%)
    65
794 (2.8%) 685 (2.8%)
    66
784 (2.8%) 645 (2.6%)
    67
744 (2.6%) 663 (2.7%)
    68
739 (2.6%) 694 (2.8%)
    69
705 (2.5%) 675 (2.7%)
    70
727 (2.6%) 679 (2.8%)
    71
683 (2.4%) 590 (2.4%)
    72
681 (2.4%) 598 (2.4%)
    73
648 (2.3%) 555 (2.3%)
    74
637 (2.3%) 530 (2.2%)
    75
592 (2.1%) 533 (2.2%)
    76
559 (2.0%) 482 (2.0%)
    77
561 (2.0%) 496 (2.0%)
    78
480 (1.7%) 455 (1.8%)
    79
472 (1.7%) 436 (1.8%)
    80
468 (1.7%) 384 (1.6%)
    81
428 (1.5%) 380 (1.5%)
    82
407 (1.4%) 363 (1.5%)
    83
375 (1.3%) 358 (1.5%)
    84
345 (1.2%) 314 (1.3%)
    85
311 (1.1%) 282 (1.1%)
    86
307 (1.1%) 275 (1.1%)
    87
257 (0.9%) 235 (1.0%)
    88
241 (0.9%) 225 (0.9%)
    88144
0 (0%) 1 (<0.1%)
    89
230 (0.8%) 241 (1.0%)
    90
199 (0.7%) 211 (0.9%)
    91
198 (0.7%) 189 (0.8%)
    92
164 (0.6%) 166 (0.7%)
    93
166 (0.6%) 151 (0.6%)
    94
177 (0.6%) 150 (0.6%)
    95
147 (0.5%) 167 (0.7%)
    96
133 (0.5%) 157 (0.6%)
    97
117 (0.4%) 105 (0.4%)
    98
115 (0.4%) 98 (0.4%)
    99
103 (0.4%) 112 (0.5%)
temperature_Fahrenheit 15,984

    0
1 (<0.1%) 2 (<0.1%)
    100
34 (0.4%) 51 (0.7%)
    100.1
20 (0.2%) 27 (0.4%)
    100.2
21 (0.3%) 20 (0.3%)
    100.3
22 (0.3%) 24 (0.3%)
    100.4
27 (0.3%) 22 (0.3%)
    100.5
7 (<0.1%) 14 (0.2%)
    100.6
15 (0.2%) 11 (0.1%)
    100.7
13 (0.2%) 8 (0.1%)
    100.8
13 (0.2%) 17 (0.2%)
    100.9
12 (0.1%) 6 (<0.1%)
    101
13 (0.2%) 13 (0.2%)
    101.1
6 (<0.1%) 13 (0.2%)
    101.2
3 (<0.1%) 8 (0.1%)
    101.3
8 (<0.1%) 2 (<0.1%)
    101.4
7 (<0.1%) 3 (<0.1%)
    101.5
5 (<0.1%) 3 (<0.1%)
    101.6
4 (<0.1%) 4 (<0.1%)
    101.7
5 (<0.1%) 4 (<0.1%)
    101.77
0 (0%) 1 (<0.1%)
    101.8
6 (<0.1%) 3 (<0.1%)
    101.9
1 (<0.1%) 4 (<0.1%)
    102
3 (<0.1%) 5 (<0.1%)
    102.1
4 (<0.1%) 1 (<0.1%)
    102.2
0 (0%) 4 (<0.1%)
    102.3
2 (<0.1%) 2 (<0.1%)
    102.4
0 (0%) 1 (<0.1%)
    102.5
1 (<0.1%) 3 (<0.1%)
    102.6
3 (<0.1%) 0 (0%)
    102.7
0 (0%) 3 (<0.1%)
    102.8
1 (<0.1%) 3 (<0.1%)
    102.9
0 (0%) 3 (<0.1%)
    103
3 (<0.1%) 5 (<0.1%)
    103.1
2 (<0.1%) 1 (<0.1%)
    103.2
1 (<0.1%) 1 (<0.1%)
    103.3
1 (<0.1%) 0 (0%)
    103.7
0 (0%) 1 (<0.1%)
    104
1 (<0.1%) 2 (<0.1%)
    104.1
0 (0%) 1 (<0.1%)
    104.2
0 (0%) 1 (<0.1%)
    104.5
1 (<0.1%) 0 (0%)
    105
1 (<0.1%) 0 (0%)
    105.4
0 (0%) 1 (<0.1%)
    106.6
0 (0%) 1 (<0.1%)
    1200.2
1 (<0.1%) 0 (0%)
    1698
1 (<0.1%) 0 (0%)
    33.1
1 (<0.1%) 0 (0%)
    35.6
1 (<0.1%) 0 (0%)
    36.4
0 (0%) 1 (<0.1%)
    37.2
1 (<0.1%) 0 (0%)
    7.4
1 (<0.1%) 0 (0%)
    79
0 (0%) 1 (<0.1%)
    80
1 (<0.1%) 0 (0%)
    87.6
1 (<0.1%) 0 (0%)
    87.8
0 (0%) 1 (<0.1%)
    90.5
1 (<0.1%) 0 (0%)
    91.7
0 (0%) 1 (<0.1%)
    92.3
0 (0%) 1 (<0.1%)
    92.4
2 (<0.1%) 0 (0%)
    93.2
1 (<0.1%) 0 (0%)
    93.6
1 (<0.1%) 0 (0%)
    93.9
1 (<0.1%) 0 (0%)
    94
2 (<0.1%) 2 (<0.1%)
    94.2
0 (0%) 1 (<0.1%)
    94.4
2 (<0.1%) 0 (0%)
    94.5
2 (<0.1%) 2 (<0.1%)
    94.6
1 (<0.1%) 0 (0%)
    94.7
0 (0%) 2 (<0.1%)
    95
3 (<0.1%) 3 (<0.1%)
    95.1
0 (0%) 1 (<0.1%)
    95.2
4 (<0.1%) 2 (<0.1%)
    95.3
4 (<0.1%) 5 (<0.1%)
    95.4
9 (0.1%) 3 (<0.1%)
    95.5
6 (<0.1%) 2 (<0.1%)
    95.6
4 (<0.1%) 6 (<0.1%)
    95.7
3 (<0.1%) 3 (<0.1%)
    95.8
5 (<0.1%) 6 (<0.1%)
    95.9
9 (0.1%) 3 (<0.1%)
    96
48 (0.6%) 38 (0.5%)
    96.1
11 (0.1%) 21 (0.3%)
    96.2
16 (0.2%) 24 (0.3%)
    96.3
15 (0.2%) 20 (0.3%)
    96.4
26 (0.3%) 28 (0.4%)
    96.5
33 (0.4%) 31 (0.4%)
    96.6
26 (0.3%) 24 (0.3%)
    96.7
35 (0.4%) 39 (0.5%)
    96.8
52 (0.6%) 46 (0.6%)
    96.9
40 (0.5%) 33 (0.4%)
    97
153 (1.8%) 136 (1.8%)
    97.1
67 (0.8%) 70 (0.9%)
    97.2
99 (1.2%) 114 (1.5%)
    97.3
109 (1.3%) 88 (1.2%)
    97.4
125 (1.5%) 156 (2.1%)
    97.5
172 (2.1%) 168 (2.2%)
    97.6
273 (3.3%) 289 (3.8%)
    97.65
1 (<0.1%) 0 (0%)
    97.67
1 (<0.1%) 0 (0%)
    97.7
233 (2.8%) 215 (2.8%)
    97.74
0 (0%) 2 (<0.1%)
    97.8
362 (4.3%) 388 (5.1%)
    97.9
335 (4.0%) 320 (4.2%)
    98
780 (9.3%) 634 (8.3%)
    98.03
1 (<0.1%) 0 (0%)
    98.1
515 (6.1%) 429 (5.6%)
    98.13
0 (0%) 1 (<0.1%)
    98.2
602 (7.2%) 494 (6.5%)
    98.3
449 (5.4%) 403 (5.3%)
    98.4
553 (6.6%) 509 (6.7%)
    98.5
471 (5.6%) 397 (5.2%)
    98.54
1 (<0.1%) 0 (0%)
    98.6
494 (5.9%) 420 (5.5%)
    98.63
0 (0%) 1 (<0.1%)
    98.66
0 (0%) 1 (<0.1%)
    98.7
335 (4.0%) 296 (3.9%)
    98.74
0 (0%) 1 (<0.1%)
    98.8
317 (3.8%) 272 (3.6%)
    98.87
0 (0%) 1 (<0.1%)
    98.9
253 (3.0%) 231 (3.0%)
    98.96
1 (<0.1%) 0 (0%)
    985
0 (0%) 1 (<0.1%)
    99
264 (3.2%) 225 (3.0%)
    99.1
144 (1.7%) 142 (1.9%)
    99.2
154 (1.8%) 125 (1.6%)
    99.3
88 (1.1%) 96 (1.3%)
    99.38
0 (0%) 1 (<0.1%)
    99.4
91 (1.1%) 81 (1.1%)
    99.5
76 (0.9%) 64 (0.8%)
    99.52
1 (<0.1%) 0 (0%)
    99.54
0 (0%) 1 (<0.1%)
    99.58
1 (<0.1%) 0 (0%)
    99.6
62 (0.7%) 62 (0.8%)
    99.7
59 (0.7%) 25 (0.3%)
    99.8
53 (0.6%) 58 (0.8%)
    99.9
46 (0.5%) 40 (0.5%)
respiratory_rate 58,260

    0
294 (1.0%) 431 (1.5%)
    1
1 (<0.1%) 3 (<0.1%)
    10
238 (0.8%) 204 (0.7%)
    100
0 (0%) 1 (<0.1%)
    11
431 (1.4%) 343 (1.2%)
    12
684 (2.3%) 540 (1.9%)
    13
1,026 (3.4%) 721 (2.6%)
    14
1,484 (4.9%) 1,029 (3.7%)
    15
1,722 (5.7%) 1,256 (4.5%)
    16
2,254 (7.4%) 1,715 (6.1%)
    17
2,205 (7.3%) 1,856 (6.6%)
    18
2,685 (8.9%) 2,200 (7.9%)
    180
0 (0%) 1 (<0.1%)
    19
2,388 (7.9%) 2,029 (7.3%)
    2
4 (<0.1%) 11 (<0.1%)
    20
2,478 (8.2%) 2,170 (7.8%)
    21
2,089 (6.9%) 1,914 (6.8%)
    22
1,926 (6.4%) 1,837 (6.6%)
    23
1,505 (5.0%) 1,585 (5.7%)
    24
1,296 (4.3%) 1,367 (4.9%)
    25
1,084 (3.6%) 1,152 (4.1%)
    26
850 (2.8%) 1,030 (3.7%)
    27
676 (2.2%) 771 (2.8%)
    28
564 (1.9%) 695 (2.5%)
    280
1 (<0.1%) 0 (0%)
    29
394 (1.3%) 513 (1.8%)
    3
6 (<0.1%) 6 (<0.1%)
    30
322 (1.1%) 454 (1.6%)
    31
211 (0.7%) 304 (1.1%)
    32
206 (0.7%) 259 (0.9%)
    33
151 (0.5%) 190 (0.7%)
    34
126 (0.4%) 160 (0.6%)
    35
90 (0.3%) 128 (0.5%)
    36
68 (0.2%) 104 (0.4%)
    37
33 (0.1%) 80 (0.3%)
    38
43 (0.1%) 57 (0.2%)
    39
37 (0.1%) 44 (0.2%)
    4
11 (<0.1%) 22 (<0.1%)
    40
29 (<0.1%) 43 (0.2%)
    41
18 (<0.1%) 25 (<0.1%)
    42
21 (<0.1%) 22 (<0.1%)
    43
18 (<0.1%) 12 (<0.1%)
    44
8 (<0.1%) 14 (<0.1%)
    45
11 (<0.1%) 18 (<0.1%)
    46
7 (<0.1%) 13 (<0.1%)
    47
5 (<0.1%) 8 (<0.1%)
    48
1 (<0.1%) 7 (<0.1%)
    49
4 (<0.1%) 4 (<0.1%)
    5
30 (<0.1%) 42 (0.2%)
    50
6 (<0.1%) 4 (<0.1%)
    51
2 (<0.1%) 5 (<0.1%)
    52
2 (<0.1%) 5 (<0.1%)
    53
5 (<0.1%) 3 (<0.1%)
    54
3 (<0.1%) 2 (<0.1%)
    55
2 (<0.1%) 3 (<0.1%)
    56
2 (<0.1%) 0 (0%)
    57
2 (<0.1%) 1 (<0.1%)
    58
1 (<0.1%) 1 (<0.1%)
    59
1 (<0.1%) 2 (<0.1%)
    6
44 (0.1%) 49 (0.2%)
    60
2 (<0.1%) 4 (<0.1%)
    61
1 (<0.1%) 3 (<0.1%)
    62
1 (<0.1%) 1 (<0.1%)
    63
1 (<0.1%) 0 (0%)
    64
1 (<0.1%) 0 (0%)
    65
0 (0%) 1 (<0.1%)
    66
0 (0%) 1 (<0.1%)
    67
0 (0%) 1 (<0.1%)
    68
2 (<0.1%) 0 (0%)
    69
1 (<0.1%) 0 (0%)
    7
70 (0.2%) 80 (0.3%)
    71
1 (<0.1%) 0 (0%)
    72
1 (<0.1%) 0 (0%)
    75
0 (0%) 1 (<0.1%)
    78
0 (0%) 1 (<0.1%)
    79
1 (<0.1%) 0 (0%)
    8
157 (0.5%) 156 (0.6%)
    80
0 (0%) 2 (<0.1%)
    81
1 (<0.1%) 0 (0%)
    83
1 (<0.1%) 0 (0%)
    9
242 (0.8%) 251 (0.9%)
    93
0 (0%) 1 (<0.1%)
    95
1 (<0.1%) 0 (0%)
    96
1 (<0.1%) 0 (0%)
    97
0 (0%) 1 (<0.1%)
    99
1 (<0.1%) 0 (0%)
1 n (%)

Q1.9 Save the final tibble

Save the final tibble to an R data file mimic_icu_cohort.rds in the mimiciv_shiny folder.

# make a directory mimiciv_shiny
if (!dir.exists("mimiciv_shiny")) {
  dir.create("mimiciv_shiny")
}
# save the final tibble
processed_data |>
  write_rds("mimiciv_shiny/mimic_icu_cohort.rds", compress = "gz")

Close database connection and clear workspace.

if (exists("con_bq")) {
  dbDisconnect(con_bq)
}
rm(list = ls())

Although it is not a good practice to add big data files to git, for grading purpose, please add mimic_icu_cohort.rds to your git repository.

Q2. Shiny app

Develop a Shiny app for exploring the ICU cohort data created in Q1. The app should reside in the mimiciv_shiny folder. The app should contain at least two tabs. One tab provides easy access to the graphical and numerical summaries of variables (demographics, lab measurements, vitals) in the ICU cohort. The other allows user to choose a specific patient in the cohort and display the patient’s ADT and ICU stay information as we did in Q1 of HW3.

Please run shinyApp.R The snapshots of my code are: